{"id":"W2801758012","doi":"10.5206/uwomj.v86i1.2183","title":"Desperate times call for desperate measures","year":2017,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Thoracotomy; Medical emergency; Asystole; Anesthesia; Surgery; General 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":[0.00407351,0.001638795,0.001154371,0.0009609757,0.008005823,0.007426812,0.002198377,0.01266827,0.1559254],"category_scores_gemma":[0.0271777,0.0005155253,0.001284996,0.0004980659,0.0045462,0.007694183,0.01127383,0.02888945,0.07602663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002451862,"about_ca_system_score_gemma":0.007052052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00233519,"about_ca_topic_score_gemma":0.004975025,"domain_scores_codex":[0.9934675,0.002011268,0.0002977043,0.0007083698,0.001808717,0.001706473],"domain_scores_gemma":[0.9666186,0.00313579,0.00116665,0.001808952,0.005403597,0.02186636],"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":[0.00003108291,0.00006550191,0.0001718749,0.00006027676,0.00001011563,0.0004480378,0.0004499441,0.00001898377,0.0001537172,0.0023708,0.976488,0.0197317],"study_design_scores_gemma":[0.0000121178,0.00003093775,0.0003234251,0.0002336216,0.00000387132,0.0004975331,0.002014987,0.0000218028,0.00004530434,0.002931888,0.9938648,0.00001967192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001424816,0.007115891,0.001756946,0.8045886,0.0988857,0.0001135758,0.0002075028,0.0009854514,0.08492157],"genre_scores_gemma":[0.02037478,0.006269609,0.002925506,0.7297724,0.03046966,0.0001985049,0.0003191548,0.001001754,0.2086686],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1559254,"threshold_uncertainty_score":0.5216224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04279111275311372,"score_gpt":0.270791642094748,"score_spread":0.2280005293416343,"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."}}