{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004305604,0.0002126673,0.0004822671,0.0001728082,0.00009205903,7.465586e-7,0.0001056196,0.00007147108,0.0004646632],"category_scores_gemma":[0.0007595292,0.0001505929,0.00007624365,0.0002395765,0.000156202,0.0002422639,0.00003936252,0.0001656577,0.000002054292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004249942,"about_ca_system_score_gemma":0.00005845312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002082106,"about_ca_topic_score_gemma":0.00001235925,"domain_scores_codex":[0.9985754,0.00004771815,0.000568833,0.0002960265,0.0002336768,0.0002782673],"domain_scores_gemma":[0.998379,0.00005568532,0.000202737,0.0002633557,0.0008117735,0.000287465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01378868,0.004636497,0.1896039,0.003121007,0.001580362,0.0001796308,0.09152332,0.00003826032,0.09861599,0.03031221,0.4831654,0.08343475],"study_design_scores_gemma":[0.01160277,0.03105371,0.6868692,0.003936449,0.00204524,0.0001762402,0.02488246,0.07735324,0.02327189,0.09197024,0.04415129,0.002687293],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822478,0.002786841,0.0008041578,0.003676753,0.0002871448,0.0005765152,0.00007669482,0.0000456608,0.009498442],"genre_scores_gemma":[0.9944037,0.0008405377,0.001074428,0.001487487,0.0003884396,0.00003745279,0.000168869,0.00002612547,0.001572916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4972653,"threshold_uncertainty_score":0.6140999,"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."}}