{"id":"W4406441946","doi":"10.1016/j.ysur.2016.04.022","title":"10.1016/j.ysur.2016.04.022","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Hemothorax; Streptokinase; Randomized controlled trial; Surgery; Anesthesia; Internal medicine; Myocardial infarction; Pneumothorax","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009988414,0.0001250065,0.0001892699,0.00009972471,0.00004728039,0.00002609304,0.0001080575,0.00004648407,0.9986832],"category_scores_gemma":[0.00003263133,0.0001125021,0.00007619934,0.0002036666,0.00002260606,0.00007619905,0.00003161871,0.00007978315,0.9968038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002886459,"about_ca_system_score_gemma":0.00001949485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003538157,"about_ca_topic_score_gemma":2.156533e-7,"domain_scores_codex":[0.9991665,0.00001627359,0.0001500472,0.0002168722,0.000200479,0.0002498472],"domain_scores_gemma":[0.9994165,0.00004363006,0.00001754057,0.0003161659,0.0000268579,0.000179309],"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":[0.00009745805,0.00008591916,0.000002783985,0.000009499048,0.00003116777,0.00001665156,0.000008341734,0.000004335469,0.00001176091,0.000001341718,0.5183024,0.4814284],"study_design_scores_gemma":[0.0007449875,0.0002806611,0.001046177,0.0000425971,0.00009052095,0.000004912007,0.000001541669,0.00003973719,0.0001029614,0.000005327371,0.9975066,0.0001340412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003354828,0.0001062771,4.892152e-7,0.001648452,0.000001956217,0.0003076132,0.000005413683,0.0002065911,0.9943684],"genre_scores_gemma":[0.001355204,0.000001295658,0.000120342,0.0002841061,0.000203915,0.00003275432,0.0000283873,0.00002625774,0.9979478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4812943,"threshold_uncertainty_score":0.4587702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00941373486529544,"score_gpt":0.19615246093163,"score_spread":0.1867387260663345,"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."}}