{"id":"W4403826304","doi":"10.1245/s10434-024-16385-4","title":"Impact of Surgeon-Radiation Oncology Dyads in Oral Cavity Cancer Outcomes","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Surgical oncology; Medicine; Radiation oncology; Radiation therapy; Oral cavity; Cancer; Medical physics; General surgery; Clinical Oncology; Oncology; Internal medicine; Dentistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00317765,0.0003102305,0.0006108595,0.001103013,0.001916634,0.002875822,0.001023038,0.000960234,0.01204997],"category_scores_gemma":[0.01811486,0.0003354149,0.001471975,0.001082205,0.0006837181,0.001929502,0.003956022,0.002249812,0.0007034423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786902,"about_ca_system_score_gemma":0.004324856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02537468,"about_ca_topic_score_gemma":0.03557307,"domain_scores_codex":[0.9950147,0.002187217,0.0003425496,0.0004527899,0.0005479317,0.001454843],"domain_scores_gemma":[0.9865263,0.005534813,0.003947465,0.0004299827,0.0007784682,0.002783039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00075698,0.000292635,0.9911094,0.0000485622,0.0003400372,0.0001248271,0.001059323,0.00008597834,0.00006416749,0.0003819935,0.0007285441,0.005007669],"study_design_scores_gemma":[0.00007608342,0.000744811,0.9827316,0.0001050578,0.000375084,0.0002321696,0.01282146,0.0002349877,0.0001098889,0.0005857369,0.001955678,0.00002744829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991695,0.001331562,0.0001061659,0.001592233,0.0001323725,0.00004143322,0.0009325613,0.000004729252,0.004163986],"genre_scores_gemma":[0.9974686,0.0002410498,0.00004224715,0.0002134414,0.00005512417,0.00003090797,0.0003100648,0.000004280844,0.001634209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02537468,"threshold_uncertainty_score":0.05045396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209446029765958,"score_gpt":0.5066043382299331,"score_spread":0.3856597352533374,"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."}}