{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006682743,0.0000970011,0.0004776213,0.0002735785,0.00002826451,0.000003626536,0.00006187228,0.0001504783,0.0001181751],"category_scores_gemma":[0.00006240701,0.00007115613,0.0001440516,0.00030187,0.00004694313,0.00006429072,0.00001524005,0.000224025,0.000002568167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453194,"about_ca_system_score_gemma":0.0002905395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007927737,"about_ca_topic_score_gemma":0.00006575182,"domain_scores_codex":[0.9988648,0.00005121054,0.0005495421,0.00009658031,0.0002502236,0.0001876605],"domain_scores_gemma":[0.9986619,0.0001456647,0.0006411408,0.0001040828,0.0002997667,0.0001473882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00507184,0.002268909,0.224317,0.0005625222,0.001736814,0.0009382794,0.0004341867,0.00003051077,0.1916254,0.000007791125,0.03985091,0.5331559],"study_design_scores_gemma":[0.003224842,0.006484901,0.355785,0.0006823675,0.002150649,0.001661558,0.0002353634,0.0005899195,0.5892819,0.00002464694,0.03971237,0.0001664846],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903628,0.004879395,0.0009485589,0.001536501,0.00112919,0.0001494311,0.000006705126,0.00002779784,0.0009596004],"genre_scores_gemma":[0.9977476,0.0006622986,0.000803107,0.0002599181,0.0003426403,0.000003875795,0.000001642539,0.00001334226,0.0001655664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5329894,"threshold_uncertainty_score":0.3800052,"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."}}