{"id":"W3127211001","doi":"10.26443/mjm.v1i1.407","title":"Penetrating Cardiac Trauma","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.000403637,0.0001238392,0.0005155914,0.0001203287,0.00005701577,0.000004858046,0.0001119935,0.00004373203,0.0005096919],"category_scores_gemma":[0.0005121327,0.00008412232,0.0001582673,0.0002400644,0.00005839984,0.000104018,0.0000204983,0.0002794,0.00002395108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002937697,"about_ca_system_score_gemma":0.0000165022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007913463,"about_ca_topic_score_gemma":4.413676e-7,"domain_scores_codex":[0.9986157,0.00003897416,0.0005260108,0.00011666,0.0005359761,0.0001666791],"domain_scores_gemma":[0.9990193,0.0001028969,0.0002425016,0.0001033102,0.0001591512,0.000372797],"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":[0.001095197,0.0002578012,0.05467741,0.000548041,0.0009272025,0.002028869,0.001531622,0.00002858389,0.03514424,0.002073702,0.5650824,0.336605],"study_design_scores_gemma":[0.01295734,0.007656639,0.1706749,0.001099017,0.001588173,0.0003090457,0.002544889,0.0001048635,0.005823105,0.0001582489,0.7968163,0.0002675367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5810425,0.004334983,0.0002746761,0.3023839,0.001308156,0.0004171173,0.00000847331,0.00008318498,0.110147],"genre_scores_gemma":[0.9814849,0.0003322737,0.0009004925,0.01528349,0.001840948,0.000001192542,0.000002816727,0.00001794393,0.000135954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4004424,"threshold_uncertainty_score":0.5580769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07512245203126577,"score_gpt":0.3055165184993782,"score_spread":0.2303940664681124,"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."}}