{"id":"W2163505205","doi":"10.1016/j.clon.2010.08.027","title":"Laryngeal Cancer Treatment and Survival Differences across Regional Cancer Centres in Ontario, Canada","year":2010,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario; University of Toronto; University Health Network; Queen's University","funders":"National Cancer Institute; Canada Research Chairs","keywords":"Medicine; Cancer registry; Cancer; Laryngectomy; Stage (stratigraphy); Larynx; Multivariate analysis; Retrospective cohort study; Cohort; Population; Internal medicine; Surgery","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":[0.0002109508,0.0001514181,0.0008755038,0.00001647159,0.00007961744,0.000005326061,0.00006189706,0.0002086225,0.0005603945],"category_scores_gemma":[0.0001232776,0.0001045172,0.00006281907,0.00005208976,0.00034369,0.00002197703,0.00005468347,0.0005583329,0.000001520488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103565,"about_ca_system_score_gemma":0.005605536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9935415,"about_ca_topic_score_gemma":0.9999813,"domain_scores_codex":[0.9986159,0.00007909301,0.0004403033,0.0003558826,0.0001284631,0.0003803755],"domain_scores_gemma":[0.9986274,0.0008347133,0.00008971962,0.0001256856,0.00005959584,0.0002629349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004436441,0.0002963532,0.937538,0.000009173586,0.0001012653,0.0001133319,0.0005340945,2.460318e-7,0.00004432668,0.00005794858,0.003891394,0.05697024],"study_design_scores_gemma":[0.00279136,0.0007441915,0.7296537,0.00002802478,0.00003907335,0.000006422963,0.0001910118,0.00000710598,0.000009896859,0.00001548833,0.2664362,0.00007751051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729704,0.0009890951,8.902793e-8,0.02186351,0.002552584,0.0001882873,0.00003168119,0.00001058937,0.001393822],"genre_scores_gemma":[0.9913844,0.003321957,0.00004035969,0.002019953,0.0006269769,0.0001017736,0.000007311438,0.0000085184,0.00248873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2625448,"threshold_uncertainty_score":0.994398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392900411342374,"score_gpt":0.4541461255525851,"score_spread":0.3148560844183477,"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."}}