{"id":"W2949648744","doi":"10.1002/hed.25838","title":"Primary organ preservation vs total laryngectomy for T4a larynx cancer","year":2019,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Positive Living North; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Laryngectomy; Medicine; Larynx; Chemoradiotherapy; Radiation therapy; Cancer; Confidence interval; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011076,0.0001612809,0.000448034,0.0000538368,0.00008563496,0.00001378424,0.00006584224,0.00008936799,0.0004536834],"category_scores_gemma":[0.00004700109,0.0001360758,0.00009978009,0.0001674862,0.00002584265,0.0001860745,0.00005400562,0.0001443675,0.0001252524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589572,"about_ca_system_score_gemma":0.0002459905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002815512,"about_ca_topic_score_gemma":0.000176169,"domain_scores_codex":[0.9988621,0.00001577379,0.0002218118,0.0003137514,0.0002358484,0.0003507466],"domain_scores_gemma":[0.9993227,0.00006891353,0.00005493413,0.0002921715,0.0001527056,0.0001085903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002945609,0.0005010575,0.7024772,0.003543603,0.0003958689,0.00002765998,0.001989744,0.00001625532,0.0504951,0.0006326824,0.2165463,0.02042893],"study_design_scores_gemma":[0.004692475,0.001013391,0.6305384,0.000469052,0.00009092555,0.00001659877,0.00004922698,0.0002966236,0.003289774,0.00006416497,0.3592574,0.0002219956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770337,0.002163917,0.00002641459,0.007257349,0.0005474473,0.001175951,0.00004046005,0.0001113055,0.01164344],"genre_scores_gemma":[0.9635067,0.0004199322,0.0009497129,0.005544121,0.0009105323,0.0003717855,0.0001290384,0.00006555801,0.02810264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1427111,"threshold_uncertainty_score":0.5549011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02533874734359898,"score_gpt":0.3155141292189226,"score_spread":0.2901753818753237,"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."}}