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scope-bert

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scope-bert
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{
  "base_model": "bert-base-uncased",
  "risk_levels": [
    "low",
    "medium",
    "high"
  ],
  "issue_codes": [
    "DATA_ENTRY_BACKLOG",
    "QUERY_AGING",
    "SDV_BACKLOG",
    "SAE_REPORTING",
    "CONSENT",
    "PROTOCOL_DEVIATION",
    "IP_ACCOUNTABILITY",
    "TEMP_EXCURSION",
    "STAFF_TURNOVER",
    "PI_OVERSIGHT",
    "ENROLLMENT_LAG",
    "REG_DOCS"
  ],
  "bio_labels": [
    "O",
    "B-VISIT_TYPE",
    "I-VISIT_TYPE",
    "B-VISIT_DATE",
    "I-VISIT_DATE",
    "B-SITE",
    "I-SITE",
    "B-MONITOR",
    "I-MONITOR",
    "B-PI",
    "I-PI",
    "B-SCREENED",
    "I-SCREENED",
    "B-ENROLLED",
    "I-ENROLLED",
    "B-ACTION",
    "I-ACTION",
    "B-OWNER",
    "I-OWNER",
    "B-DUE",
    "I-DUE"
  ],
  "max_length": 512,
  "dropout": 0.1,
  "risk_temperature": 1.3481,
  "issue_threshold": 0.5,
  "val": {
    "val_risk_acc": 0.995,
    "val_issue_f1": 1.0,
    "val_span_f1": 1.0,
    "val_action_f1": 1.0
  },
  "epoch": 3
}