{"id":"W2562813327","doi":"","title":"Evaluation of quantitative sputum cytology as an intermediate endpoint biomarker.","year":2006,"lang":"en","type":"article","venue":"Cancer Epidemiology and Prevention Biomarkers","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Sputum; Lung cancer; Biomarker; Biopsy; Population; Cancer; Dysplasia; Mesothelioma; Pathology; Internal medicine; Tuberculosis; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002751392,0.000452665,0.0006260241,0.001723291,0.0002339305,0.0011503,0.0003919431,0.0005463402,0.0009644957],"category_scores_gemma":[0.00496264,0.0001372172,0.0003826532,0.001151591,0.0002946876,0.000329879,0.0004875417,0.0004256431,0.0003600632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002903551,"about_ca_system_score_gemma":0.0002551302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004906193,"about_ca_topic_score_gemma":0.0007220226,"domain_scores_codex":[0.9978098,0.0007416658,0.0001862997,0.000362592,0.0008020918,0.00009757733],"domain_scores_gemma":[0.9954656,0.00141557,0.001610683,0.0003832059,0.0008377388,0.000287319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001507761,0.0001824353,0.9468686,0.0002576878,0.0004185552,0.0001434882,0.00009400178,0.0005056432,0.02174057,0.0001414901,0.0004285157,0.02771135],"study_design_scores_gemma":[0.00002909902,0.002906492,0.9759812,0.00003592639,0.0002787426,0.001117282,0.0001160582,0.003100212,0.01348918,0.0002828857,0.002635874,0.00002713967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776638,0.007602298,0.008091986,0.0001817796,0.00009185595,0.0001707961,0.002976361,0.0001617784,0.003059447],"genre_scores_gemma":[0.9956505,0.0002594572,0.002258163,0.00005186428,0.00004419596,0.00006438194,0.001092306,0.000008522686,0.0005706771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002751392,"threshold_uncertainty_score":0.01455092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140084387907195,"score_gpt":0.4540392159508787,"score_spread":0.3400307771601592,"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."}}