{"id":"W2583482683","doi":"10.1001/jamaoto.2016.3669","title":"Survival Rates Using Individualized Bioselection Treatment Methods in Patients With Advanced Laryngeal Cancer","year":2017,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Chemoradiotherapy; Laryngectomy; Radiation therapy; Oncology; Chemotherapy; Surgery; Internal medicine; Cancer; Larynx","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":[0.001759508,0.0001735945,0.0002711091,0.0007829816,0.0001809996,0.0003530671,0.0002561346,0.0002840442,0.0008896061],"category_scores_gemma":[0.005650612,0.00009050295,0.0003758051,0.0005768693,0.0001896773,0.0003363812,0.000391674,0.0002496549,0.0001569814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005359976,"about_ca_system_score_gemma":0.0003883381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006404821,"about_ca_topic_score_gemma":0.001416742,"domain_scores_codex":[0.9992592,0.000350127,0.00007217201,0.0001269374,0.000145606,0.00004599211],"domain_scores_gemma":[0.9975054,0.0008712987,0.001089963,0.0002440779,0.0001617344,0.0001276033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000555622,0.00008342569,0.9606903,0.00003147437,0.00008039337,0.00002813136,0.00006504199,0.001420168,0.0003574876,0.00004374123,0.0002876245,0.0363567],"study_design_scores_gemma":[0.00004377285,0.0007237729,0.9914976,0.00001375334,0.00007879903,0.0002533189,0.0001058983,0.005913295,0.0006362132,0.0001430779,0.0005760666,0.00001442313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973695,0.0007369502,0.001043123,0.00009183545,0.00001040072,0.0000240812,0.0001879538,0.00002643174,0.0005096856],"genre_scores_gemma":[0.9989269,0.00007874267,0.0005846161,0.00001862504,0.00001211159,0.00002405958,0.0002720886,0.000002296586,0.00008048854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001759508,"threshold_uncertainty_score":0.009305298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05990982301968169,"score_gpt":0.394995586606353,"score_spread":0.3350857635866713,"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."}}