{"id":"W1981551720","doi":"10.1378/chest.1080094","title":"The Use of Lambs Chests in Chest Drain Insertion Simulation","year":2011,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Surgery; General surgery","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":[0.001210913,0.0003405003,0.0002582924,0.000274815,0.0003218471,0.0008076926,0.000744765,0.001151885,0.003357274],"category_scores_gemma":[0.007623973,0.0002391527,0.0002865518,0.0001010513,0.000524966,0.0004878497,0.0009887071,0.0005742224,0.0004639845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003574559,"about_ca_system_score_gemma":0.000713147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655143,"about_ca_topic_score_gemma":0.002447033,"domain_scores_codex":[0.9992006,0.0005429779,0.00003701611,0.0000452968,0.0001178813,0.00005617989],"domain_scores_gemma":[0.996651,0.002616675,0.0001418752,0.0001803507,0.0001777509,0.000232335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006915201,0.005133915,0.09743349,0.0007041148,0.0001798005,0.005401504,0.005143707,0.5978106,0.06826945,0.01440131,0.005329535,0.1932773],"study_design_scores_gemma":[0.0002714552,0.004441254,0.01951577,0.0002972643,0.0001041002,0.00214101,0.001604848,0.9326428,0.02059468,0.003884792,0.01438723,0.0001149059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364382,0.000147054,0.05122559,0.0006600812,0.00009616924,0.0004291369,0.0002516418,0.000334363,0.01041776],"genre_scores_gemma":[0.9761321,0.0000981446,0.02201777,0.00007629242,0.0000125679,0.0001876261,0.00008811782,0.00003915862,0.00134823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003357274,"threshold_uncertainty_score":0.01123118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1507391205925904,"score_gpt":0.2993668149597467,"score_spread":0.1486276943671563,"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."}}