{"id":"W4280579006","doi":"10.2196/33859","title":"Making National Cancer Institute–Designated Comprehensive Cancer Center Knowledge Accessible to Community Oncologists via an Online Tumor Board: Longitudinal Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Hope Foundation; National Science Foundation","keywords":"Medicine; Family medicine; Medical education; Cancer; Community of practice; Oncology; Internal medicine; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000433944,0.0003873828,0.0006241576,0.0002837735,0.001146938,0.00007403944,0.0006501697,0.00007299144,0.002791375],"category_scores_gemma":[0.00005236224,0.0003813258,0.0001274302,0.001234216,0.0001364061,0.0006816029,0.0006464098,0.001144702,0.00001279809],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004234743,"about_ca_system_score_gemma":0.002453689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02278932,"about_ca_topic_score_gemma":0.06737709,"domain_scores_codex":[0.9964839,0.0004172154,0.0006029006,0.0006339313,0.001280499,0.0005815762],"domain_scores_gemma":[0.99749,0.00009822033,0.0002933717,0.0004242782,0.001403755,0.0002903833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002313526,0.003781034,0.9303071,0.0001352235,0.0003871727,0.0001580141,0.004043547,0.02469466,0.002009571,0.00007015892,0.02318928,0.00891066],"study_design_scores_gemma":[0.003172886,0.001117109,0.9399148,0.0003072007,0.00011775,0.00003672898,0.002770847,0.002286309,0.00007262312,0.0000493889,0.04971376,0.0004406437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917418,0.001054964,0.0001149004,0.001824733,0.001488784,0.001996818,0.001005466,0.000151746,0.0006207562],"genre_scores_gemma":[0.9842159,0.00002685607,0.0004658274,0.009544715,0.001018604,0.00382165,0.0003476336,0.00004924151,0.0005095536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04458777,"threshold_uncertainty_score":0.9998639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6663388152019649,"score_gpt":0.5479764228679669,"score_spread":0.118362392333998,"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."}}