{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006488635,0.0002866206,0.0005514173,0.001427453,0.002426771,0.003175528,0.001552296,0.001199961,0.005018073],"category_scores_gemma":[0.03136078,0.0007250265,0.0007849027,0.003083789,0.0008379655,0.004118868,0.003445436,0.00285736,0.0008796696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003095025,"about_ca_system_score_gemma":0.004565039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05271504,"about_ca_topic_score_gemma":0.06366503,"domain_scores_codex":[0.9942086,0.002190395,0.0005794536,0.0009120163,0.0009351484,0.001174431],"domain_scores_gemma":[0.9760413,0.005396659,0.01073003,0.00125906,0.003486947,0.00308609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00015545,0.0008079726,0.9860682,0.0001019242,0.00007784923,0.00007139107,0.006060748,0.00002853047,0.00004664728,0.00007559696,0.002207361,0.004298194],"study_design_scores_gemma":[0.00006829565,0.0005199171,0.9643374,0.0002832264,0.0001158209,0.0001606004,0.03059265,0.0004907334,0.00006321818,0.0001421758,0.003185796,0.00004007798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969689,0.0003322592,0.0001029937,0.0004045639,0.00001460658,0.0001237132,0.0008809431,0.000006813531,0.001165223],"genre_scores_gemma":[0.997579,0.000259813,0.0001665725,0.0003556899,0.0000192083,0.0002065154,0.0009511083,0.00001073264,0.0004511754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05271504,"threshold_uncertainty_score":0.1048164,"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."}}