{"id":"W2908453558","doi":"10.1155/2019/9719067","title":"Current Practice in the Management of Pulmonary Nodules Detected on Computed Tomography Chest Scans","year":2019,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Radiology; Lung cancer screening; Lung cancer; Solitary pulmonary nodule; Nodule (geology); Bronchoscopy; Biopsy; Lung; Radiological weapon; Retrospective cohort study; Computed tomography; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01269205,0.0002595603,0.0003929806,0.002975454,0.001732566,0.003753206,0.00249192,0.001484105,0.00278559],"category_scores_gemma":[0.05529155,0.0003791152,0.000426678,0.003400104,0.002386292,0.002301175,0.001802472,0.001673553,0.001300674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003139224,"about_ca_system_score_gemma":0.008213623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02903569,"about_ca_topic_score_gemma":0.04543227,"domain_scores_codex":[0.9755063,0.009440865,0.004405164,0.002809913,0.006975186,0.0008625814],"domain_scores_gemma":[0.9443309,0.01535338,0.01380834,0.004592725,0.01729229,0.004622433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001658267,0.0006490761,0.5522101,0.002114411,0.0001373893,0.00235088,0.01230529,0.0004326708,0.001758926,0.002530066,0.05007216,0.3752733],"study_design_scores_gemma":[0.0001344312,0.0005347749,0.6435272,0.01537486,0.0002155711,0.01790335,0.03470371,0.002690204,0.001790067,0.008271485,0.2746474,0.0002069299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5539136,0.09255122,0.02547891,0.2188764,0.003490891,0.001122125,0.001618278,0.0005812856,0.1023673],"genre_scores_gemma":[0.8720552,0.05581975,0.03351246,0.0303281,0.002613585,0.0005978787,0.0009725569,0.0001700182,0.003930415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02903569,"threshold_uncertainty_score":0.06712276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854479902126501,"score_gpt":0.2835566709286739,"score_spread":0.2650118719074089,"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."}}