{"id":"W1998679849","doi":"10.1002/cncr.24635","title":"Radiotherapy or surgery for head and neck squamous cell cancer","year":2009,"lang":"en","type":"article","venue":"Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Radiation therapy; Head and neck cancer; Chemoradiotherapy; Surgery; Retrospective cohort study; Observational study; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007231351,0.0001507581,0.0004615141,0.00005133181,0.00009335146,0.00001140388,0.00003137951,0.00006567131,0.0003102867],"category_scores_gemma":[0.0000267259,0.0001073483,0.00008279381,0.000119854,0.00004486798,0.00004517744,0.00000531402,0.00007900956,0.000001531267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156924,"about_ca_system_score_gemma":0.0003267097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002253812,"about_ca_topic_score_gemma":0.0002951327,"domain_scores_codex":[0.9991472,0.000008849096,0.0001725028,0.0002543365,0.0001064756,0.0003105984],"domain_scores_gemma":[0.9994825,0.0001242319,0.00004640798,0.0001405761,0.00007165619,0.0001346269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003668786,0.0002257341,0.06239569,0.0006986538,0.0001078263,0.00004348265,0.001521446,0.0000123029,0.009296803,0.00004781413,0.4160925,0.505889],"study_design_scores_gemma":[0.006109519,0.001189266,0.1376268,0.000448851,0.0001426941,0.00001785583,0.0000855854,0.0002147543,0.008378863,0.000073941,0.8453226,0.0003893122],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811281,0.09789377,0.00009407472,0.01832994,0.0006351199,0.0006045286,0.00005365091,0.00007706423,0.001183696],"genre_scores_gemma":[0.9524948,0.02475537,0.0004507303,0.01211108,0.001236801,0.0003071013,0.000004831058,0.00003277086,0.008606499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5054997,"threshold_uncertainty_score":0.4377535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04637361525570201,"score_gpt":0.3538820649495432,"score_spread":0.3075084496938412,"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."}}