{"id":"W4239086248","doi":"10.1186/s13058-019-1225-x","title":"British Society of Breast Radiology","year":2019,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital","funders":"","keywords":"Surgical oncology; Medicine; Breast cancer; Radiology; Medical physics; General surgery; Oncology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007939752,0.00009489891,0.0003417766,0.00007028585,0.00005699835,0.00002198683,0.0002172781,0.0001280406,0.007692688],"category_scores_gemma":[0.0000159303,0.00009529661,0.0001657964,0.000530545,0.0002849859,0.0001063605,0.0001292705,0.0004795144,0.0001134288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002655147,"about_ca_system_score_gemma":0.0006492589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01894745,"about_ca_topic_score_gemma":0.0002668315,"domain_scores_codex":[0.9979281,0.00008483338,0.0002272874,0.0003513336,0.0008283431,0.0005800479],"domain_scores_gemma":[0.9986579,0.00006675145,0.00004808243,0.000342713,0.00069557,0.0001889761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001058829,0.00009332798,0.7698652,0.0004491928,0.0001786027,0.00005247296,0.0002104535,0.00002565112,0.02731466,0.0002813575,0.1116786,0.08879164],"study_design_scores_gemma":[0.00167604,0.0002056196,0.982443,0.000715611,0.00001976959,0.00507716,0.0004700984,0.0002200009,0.0006339075,0.0001103082,0.008303616,0.0001248411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984519,0.001895878,0.0000190715,0.004652475,0.0001350242,0.000440333,0.0001470737,0.00003210841,0.008159039],"genre_scores_gemma":[0.9950703,0.000687458,0.0002168218,0.0004251963,0.000374839,0.00004231157,0.00001208417,0.00002090147,0.003150073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2125778,"threshold_uncertainty_score":0.9932144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071508988488672,"score_gpt":0.4251144564405636,"score_spread":0.3179635575916964,"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."}}