{"id":"W1990593098","doi":"10.1002/dc.20041","title":"Interobserver agreement of a probabilistic approach to reporting breast fine‐needle aspirations on ThinPrep®","year":2004,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"Beth Israel Deaconess Medical Center","keywords":"Medicine; Kappa; Cohen's kappa; Medical diagnosis; Fine-needle aspiration; Cytology; Radiology; Breast carcinoma; Biopsy; Pathology; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004551309,0.0001871293,0.0004686519,0.0001641332,0.00006598555,0.000009421896,0.0001166319,0.0001078017,0.00006864266],"category_scores_gemma":[0.003706086,0.0001558348,0.0001380695,0.0002741242,0.00009794175,0.00003273959,0.0001071085,0.0002086942,0.00008137743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001227356,"about_ca_system_score_gemma":0.0001568897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009046731,"about_ca_topic_score_gemma":0.00002826441,"domain_scores_codex":[0.9980956,0.0000527575,0.0008781825,0.0004491215,0.0002274333,0.000296892],"domain_scores_gemma":[0.9984249,0.0002188861,0.0003701512,0.0006174402,0.0001943065,0.0001743164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001474819,0.02452017,0.627455,0.002364569,0.0003557885,0.005647603,0.01635025,0.0304781,0.08193228,0.1636998,0.002864268,0.04285738],"study_design_scores_gemma":[0.001270454,0.001176177,0.9912846,0.0004612678,0.000136874,0.003263657,0.0002356438,0.00006224022,0.001113606,0.0007393306,0.00009020011,0.000165916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859976,0.00005566511,0.004056978,0.001816737,0.0001578916,0.0008534408,0.00003165145,0.00005197474,0.006978069],"genre_scores_gemma":[0.9943835,0.000002120269,0.004233787,0.0008424852,0.000114031,0.0001988732,0.00006093911,0.00002193688,0.0001423048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3638296,"threshold_uncertainty_score":0.6354758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05264397541103463,"score_gpt":0.2820064697428959,"score_spread":0.2293624943318613,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}