{"id":"W2015844077","doi":"10.1016/j.annemergmed.2011.06.139","title":"112 An Innovative and Inexpensive Pork Ribs Model for Teaching Tube Thoracostomy","year":2011,"lang":"en","type":"article","venue":"Annals of Emergency Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Thoracostomy; Trainer; Medicine; Task (project management); Rib cage; Chest tube; Surgery; Physical therapy; Simulation; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008991971,0.0006843562,0.000420381,0.0008632972,0.0005719599,0.0007523936,0.001239334,0.001005519,0.0138474],"category_scores_gemma":[0.0007746189,0.0003662057,0.001358406,0.0003247797,0.0004228078,0.0008514666,0.0008490874,0.001027819,0.004869253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002990174,"about_ca_system_score_gemma":0.0006866581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007963129,"about_ca_topic_score_gemma":0.001735677,"domain_scores_codex":[0.9994772,0.0001017112,0.00003695425,0.00008675726,0.0002373499,0.00006010778],"domain_scores_gemma":[0.9995496,0.00009543835,0.00005267275,0.00008838794,0.00007822877,0.000135629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002989736,0.006574744,0.006322351,0.001073194,0.0001806162,0.00346739,0.0003785974,0.007487028,0.6261457,0.003086697,0.01015886,0.332135],"study_design_scores_gemma":[0.003106741,0.07147161,0.06407402,0.0006700239,0.001838603,0.05656955,0.001454872,0.09061079,0.4507671,0.004859978,0.2536367,0.0009400219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7401577,0.002271036,0.214889,0.002805105,0.002279916,0.001410753,0.001163456,0.003606125,0.03141683],"genre_scores_gemma":[0.7705538,0.001501238,0.1897172,0.001069917,0.0002805149,0.0006164664,0.0009361687,0.0004477421,0.03487706],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0138474,"threshold_uncertainty_score":0.04632419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2940933783278753,"score_gpt":0.4338453512419183,"score_spread":0.139751972914043,"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."}}