{"id":"W2201601105","doi":"10.12968/coan.2015.20.9.488","title":"Chest tubes part 1: types and indications","year":2015,"lang":"en","type":"article","venue":"Companion animal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Chest tube; Thoracotomy; Diaphragm (acoustics); Intensive care medicine; Chest pain; Focus (optics); Radiology; Surgery; Pneumothorax; Engineering","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":[0.00003791908,0.00005313585,0.00009159568,0.00002858171,0.00003610508,0.00001050244,0.00002809477,0.00002165755,0.0001039929],"category_scores_gemma":[0.00004188293,0.00004172416,0.00001798893,0.00006298643,0.00004971191,0.00004802331,0.00002471754,0.00004692575,0.0001126716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009915026,"about_ca_system_score_gemma":0.00004655967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001095406,"about_ca_topic_score_gemma":0.000002147429,"domain_scores_codex":[0.9996541,0.00001301842,0.00007206035,0.00009511207,0.00008651613,0.00007916195],"domain_scores_gemma":[0.9996501,0.00001386029,0.00001113984,0.00007367857,0.00003688063,0.0002144044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004241356,0.0004866642,0.8979869,0.00007414585,0.00004436933,0.00005429018,0.0003899911,8.035429e-7,0.006065934,0.006232979,0.08322489,0.005014857],"study_design_scores_gemma":[0.0003592539,0.0001881594,0.8761797,0.00002105166,0.0000342759,0.00007145006,0.0001314875,0.0002061159,0.0001805621,0.0001472876,0.1224236,0.00005706908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897025,0.001123035,0.000003735064,0.00237614,0.00005047585,0.00007239504,0.00001626471,0.0000573293,0.006598144],"genre_scores_gemma":[0.9987025,0.00003302237,0.00008449802,0.0003661421,0.0001694786,0.000004515299,0.00004730551,0.000004858761,0.0005876501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0391987,"threshold_uncertainty_score":0.1701462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071311135597791,"score_gpt":0.2981055957128284,"score_spread":0.2273924843568505,"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."}}