{"id":"W4377010427","doi":"10.2196/39072","title":"A Digital Solution for an Advanced Breast Tumor Board: Pilot Application Cocreation and Implementation Study","year":2023,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Medicine; Multidisciplinary approach; Breast cancer; Cancer","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":[0.01084085,0.0005697471,0.000369156,0.00121515,0.0009196181,0.002057918,0.001754566,0.001207357,0.005476994],"category_scores_gemma":[0.02888465,0.000500618,0.0005272841,0.0006346448,0.0008740216,0.001686923,0.002082877,0.00116508,0.00132527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001714251,"about_ca_system_score_gemma":0.002492431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002592286,"about_ca_topic_score_gemma":0.002761587,"domain_scores_codex":[0.9938377,0.003380008,0.0004130902,0.0004966532,0.001173525,0.000699021],"domain_scores_gemma":[0.9775249,0.01165027,0.001200212,0.002442724,0.004756058,0.002425886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004649633,0.06036938,0.05963036,0.002825669,0.000180446,0.004012575,0.02982488,0.004897418,0.04782975,0.00393528,0.02826875,0.7535759],"study_design_scores_gemma":[0.008748149,0.1377768,0.3951517,0.002144831,0.0008082394,0.004550183,0.04677812,0.06745648,0.0749305,0.002458485,0.2585967,0.0005998608],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659193,0.0001624513,0.01725423,0.0009002716,0.00009965587,0.008549216,0.0004883064,0.001784538,0.004842006],"genre_scores_gemma":[0.8977045,0.0003874194,0.08577606,0.0007851287,0.00007556812,0.005425594,0.001443328,0.0004940841,0.007908362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084085,"threshold_uncertainty_score":0.05733258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06815504259979109,"score_gpt":0.4361602708579655,"score_spread":0.3680052282581744,"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."}}