{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003959209,0.000147798,0.0005784467,0.0001117411,0.0001810461,0.00002271302,0.0002390448,0.0000428602,0.0005721392],"category_scores_gemma":[0.0003294566,0.00008180879,0.0001137268,0.0004163102,0.0002590082,0.0002277094,0.00007956415,0.0005413644,0.00001168392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001736129,"about_ca_system_score_gemma":0.0005283409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003769464,"about_ca_topic_score_gemma":0.00009028715,"domain_scores_codex":[0.9974814,0.0004324207,0.0007834795,0.000113457,0.0007868469,0.0004024126],"domain_scores_gemma":[0.9978796,0.0003654344,0.0004536913,0.0003862128,0.0003474164,0.0005676044],"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":[0.0001830571,0.0007784154,0.01643711,0.0002946251,0.0004154121,0.0003821502,0.003489539,0.00000140323,0.00005426901,0.0179472,0.9130685,0.04694827],"study_design_scores_gemma":[0.005273846,0.00294797,0.04818013,0.0006596828,0.0002523211,0.001233679,0.005320874,0.00001572511,0.00006194566,0.0008346417,0.9351217,0.00009754043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.11016,0.006319647,0.0003227213,0.8719776,0.0006084115,0.000267979,0.000002158499,0.00002690718,0.01031466],"genre_scores_gemma":[0.8052138,0.002518714,0.0005016633,0.189827,0.001553704,0.000002936668,0.00001590914,0.00001980867,0.0003464029],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6950539,"threshold_uncertainty_score":0.6264523,"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."}}