{"id":"W1980548940","doi":"10.1097/jto.0b013e318158d488","title":"Detection of Lung Cancer by Automated Sputum Cytometry","year":2007,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Seoul National University Hospital; Universität Innsbruck; Seoul National University","keywords":"Medicine; Lung cancer; Sputum; Stage (stratigraphy); Receiver operating characteristic; Cancer; Papanicolaou stain; Internal medicine; Cytology; Lung; Pathology; Oncology; Gastroenterology; Tuberculosis; Cervical cancer; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007925512,0.0002996892,0.0003762799,0.002031228,0.0003035994,0.0008047632,0.000584358,0.0009340788,0.001103175],"category_scores_gemma":[0.002271805,0.0003238055,0.000288863,0.0005891442,0.0003363161,0.0004294532,0.0002886312,0.0005270377,0.0005806236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003339438,"about_ca_system_score_gemma":0.000260936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010776,"about_ca_topic_score_gemma":0.001371135,"domain_scores_codex":[0.9990299,0.0002894306,0.00006304456,0.0001513902,0.0003843565,0.00008194973],"domain_scores_gemma":[0.999024,0.000453916,0.0001153102,0.00008926474,0.0002744078,0.00004310744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001466658,0.0003203774,0.2813401,0.0002754802,0.0001749362,0.0007769803,0.0001517789,0.0009192633,0.5738814,0.0004526399,0.002158918,0.1380814],"study_design_scores_gemma":[0.0001775285,0.001550134,0.4138806,0.0001696213,0.000333886,0.01055134,0.0002616523,0.05128474,0.5123238,0.001543762,0.007858931,0.00006401414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431343,0.01158712,0.03617759,0.0006690961,0.0002147213,0.0002283736,0.0009449978,0.0008167662,0.006227055],"genre_scores_gemma":[0.9659007,0.001271101,0.03034873,0.000413696,0.0001091885,0.00007038612,0.0005602417,0.00002695345,0.001299115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002031228,"threshold_uncertainty_score":0.004191458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334182497883783,"score_gpt":0.4425441588071337,"score_spread":0.4292023338282959,"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."}}