{"id":"W2320815920","doi":"10.1158/1940-6207.prev-09-a21","title":"Abstract A21: Lung cancer surveillance with CT scan and autofluorescence bronchoscopy","year":2010,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Lung cancer; Lung cancer screening; Radiology; Sputum; Bronchoscopy; Cancer; Atypia; Cytology; Spiral computed tomography; Internal medicine; Pathology; Computed tomography; Tuberculosis","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":[0.0006277448,0.0002518314,0.000260927,0.0007747193,0.0004219333,0.0004617997,0.0003543151,0.0003720774,0.002696179],"category_scores_gemma":[0.001393129,0.000139065,0.000243372,0.0005485438,0.0002063267,0.0002293239,0.0003484267,0.0002905179,0.0005469673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004344151,"about_ca_system_score_gemma":0.0007240074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003404794,"about_ca_topic_score_gemma":0.003985437,"domain_scores_codex":[0.9995278,0.0001416412,0.00006062586,0.000102087,0.00009715233,0.00007065866],"domain_scores_gemma":[0.9990396,0.000171095,0.0003466344,0.00005236886,0.0001432038,0.0002470803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003149482,0.0000751363,0.994018,0.00002530481,0.00002057084,0.0004463128,0.0000154025,0.00003597959,0.0006230896,0.00001283117,0.0005071417,0.00390524],"study_design_scores_gemma":[0.00005839479,0.0007204223,0.9940673,0.00002211073,0.00005955527,0.002843015,0.00005926727,0.0004416393,0.0008102944,0.0000194371,0.0008925827,0.000006072853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954586,0.0005037642,0.0002736961,0.0001404494,0.00002229287,0.0001021219,0.00135596,0.00002531936,0.002117709],"genre_scores_gemma":[0.9978769,0.0001017412,0.0003244221,0.00007290748,0.00004694095,0.00004614459,0.001207335,0.000001997736,0.0003215075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003404794,"threshold_uncertainty_score":0.009019613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388998341101705,"score_gpt":0.4288310170576483,"score_spread":0.3949410336466312,"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."}}