{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003785889,0.0001769223,0.0005484433,0.0001535918,0.00006618008,0.000002945484,0.00005209178,0.0001873997,0.000610601],"category_scores_gemma":[0.0003939631,0.0001451092,0.0001457712,0.0001253957,0.0003863428,0.0001011189,0.00002644757,0.00008382851,0.000009907898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002551372,"about_ca_system_score_gemma":0.0002812074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001097332,"about_ca_topic_score_gemma":0.0006399035,"domain_scores_codex":[0.9971679,0.00134682,0.0006108917,0.0004445443,0.000174949,0.0002549298],"domain_scores_gemma":[0.9985498,0.0004272283,0.0003948578,0.0002281584,0.0002866208,0.0001133651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00274363,0.0007078538,0.7799836,0.0003763557,0.002406199,0.00001649163,0.0002369439,0.00007127137,0.002126696,0.01424603,0.00962861,0.1874563],"study_design_scores_gemma":[0.003338231,0.001209744,0.9272355,0.0002621579,0.001463102,0.00002742195,0.0001369527,0.002215396,0.001380475,0.06124596,0.001335308,0.0001497324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750772,0.01777272,0.0007701456,0.00326956,0.0005789811,0.0007609544,0.00004446616,0.00003211822,0.001693828],"genre_scores_gemma":[0.9962355,0.001460294,0.001242856,0.0002951893,0.0000773327,0.0002980884,0.0002526845,0.00001359526,0.0001244116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1873066,"threshold_uncertainty_score":0.6685653,"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."}}