{"id":"W4391773481","doi":"10.52609/jmlph.v4i1.121","title":"Prehospital Thoracotomy: A Commentary","year":2021,"lang":"en","type":"article","venue":"The Journal of Medicine Law & Public Health","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thoracotomy; Medicine; Cardiac tamponade; Context (archaeology); Tamponade; Intensive care medicine; Tension pneumothorax; Pneumothorax; Airway; Medical emergency; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007853774,0.001043204,0.001641895,0.001959576,0.005671234,0.003779914,0.005512946,0.04885621,0.005966731],"category_scores_gemma":[0.05744497,0.000859882,0.00226263,0.001894802,0.007503845,0.007294942,0.002241853,0.05291753,0.002988799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008417593,"about_ca_system_score_gemma":0.01789338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01904066,"about_ca_topic_score_gemma":0.02641245,"domain_scores_codex":[0.9929638,0.002164774,0.001257123,0.0008500094,0.002249524,0.0005147634],"domain_scores_gemma":[0.9367604,0.04554749,0.001942079,0.000681832,0.0113145,0.003753753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002440975,0.0000129688,0.0001175283,0.0003971122,0.00001480367,0.001028258,0.0003312723,0.00005302672,0.00006630426,0.004490504,0.9869496,0.006514081],"study_design_scores_gemma":[0.00006993554,0.00004909798,0.0005144389,0.006541835,0.00006045977,0.003016662,0.001228146,0.0001437496,0.0001380221,0.007646313,0.9805304,0.0000610138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002401872,0.01026925,0.00009418829,0.9078566,0.07907692,0.00002198954,0.00005685849,0.00001723416,0.002366842],"genre_scores_gemma":[0.002830929,0.00844573,0.0001548843,0.8648887,0.1222585,0.00003556129,0.00002502758,0.00001608648,0.001344516],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04885621,"threshold_uncertainty_score":0.0610742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07031054209030424,"score_gpt":0.3595978952811379,"score_spread":0.2892873531908337,"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."}}