{"id":"W1965540811","doi":"10.1016/j.acra.2011.06.005","title":"Screen-detected Lung Cancer","year":2011,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University Health Network","funders":"","keywords":"Medicine; Lung cancer; Stage (stratigraphy); Lung; Cancer; Adenocarcinoma; Cohort; Histology; Doubling time; Incidence (geometry); Retrospective cohort study; Internal medicine; Gastroenterology; Pathology; Radiology; Oncology; Cell; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008642337,0.0001333358,0.000293325,0.0001784453,0.0000385816,0.000001010694,0.00009980622,0.0002799672,0.001092052],"category_scores_gemma":[0.00003494731,0.0001004902,0.00007029517,0.0002413733,0.00009554467,0.00003737204,0.00002688811,0.0003760525,0.00005555597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018588,"about_ca_system_score_gemma":0.00008875078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000915611,"about_ca_topic_score_gemma":0.00002707869,"domain_scores_codex":[0.999078,0.00004018151,0.0002101375,0.0002848145,0.00007938169,0.0003074857],"domain_scores_gemma":[0.999488,0.00004959678,0.00006810318,0.0002182805,0.00003555906,0.0001404827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002314103,0.00005780859,0.9242561,0.00003690067,0.0004474906,0.00008560242,0.0006452196,0.000001024117,0.0021198,0.001538581,0.06368607,0.006893981],"study_design_scores_gemma":[0.002609357,0.00040795,0.9633686,0.0001419906,0.000534536,0.000384719,0.00003340162,0.000109536,0.01128136,0.0002921826,0.0206444,0.0001919603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692774,0.01535153,0.00004284505,0.002531363,0.0004490488,0.0004265069,0.00001383825,0.0001314202,0.01177608],"genre_scores_gemma":[0.9850178,0.01142746,0.0004478869,0.001813477,0.0004068521,0.0001920835,0.00001440944,0.00002206709,0.0006579487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04304166,"threshold_uncertainty_score":0.9998211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399125226539429,"score_gpt":0.3271488829435337,"score_spread":0.2931576306781394,"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."}}