{"id":"W1875650319","doi":"10.1186/1471-2407-5-13","title":"Long-term survival rates of laryngeal cancer patients treated by radiation and surgery, radiation alone, and surgery alone : studied by lognormal and Kaplan-Meier survival methods","year":2005,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Saskatchewan Cancer Agency; University of Saskatchewan","funders":"Saskatchewan Cancer Agency","keywords":"Log-normal distribution; Medicine; Survival analysis; Term (time); Cancer; Surgery; Surgical oncology; Radiation therapy; Statistics; Internal medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007063592,0.0003423132,0.001191666,0.0001711023,0.0001573687,0.00002741713,0.00003724107,0.0001572768,0.00008516019],"category_scores_gemma":[0.0001533228,0.0003009272,0.00008314776,0.0002715313,0.0001955207,0.0002500284,0.00004976931,0.0001466624,5.79661e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001739092,"about_ca_system_score_gemma":0.0001978802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003378598,"about_ca_topic_score_gemma":0.00482198,"domain_scores_codex":[0.9978219,0.0002991188,0.0005967257,0.0005074726,0.0003404815,0.0004343326],"domain_scores_gemma":[0.9980935,0.001057717,0.0002952091,0.0001460831,0.0001830974,0.0002244027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006877389,0.0001498066,0.8707877,0.0002613776,0.0003063914,0.00000186673,0.0003316258,0.000001713038,0.001015517,7.781228e-7,0.01791703,0.1085384],"study_design_scores_gemma":[0.003195261,0.0001207273,0.9834672,0.0001703638,0.0003172144,0.000002971941,0.00003950326,0.0001382076,0.008016465,9.272347e-7,0.004224222,0.0003069945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310567,0.06678911,0.00005061753,0.0008125685,0.0003813313,0.0004656522,0.0003561322,0.00003566276,0.00005219039],"genre_scores_gemma":[0.9434954,0.05503936,0.00007154121,0.0002416448,0.0003182536,0.0001438631,0.0003455467,0.00004335149,0.000301074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1126794,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03975976554379863,"score_gpt":0.3509494045256599,"score_spread":0.3111896389818613,"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."}}