{"id":"W2902347244","doi":"10.7759/cureus.3688","title":"Optimum Accuracy of Massive Transfusion Protocol Activation: The Clinician’s View","year":2018,"lang":"en","type":"article","venue":"Cureus","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal University Hospital; University of Saskatchewan","funders":"","keywords":"Medicine; Protocol (science); Statistical significance; Snowball sampling; Emergency medicine; Family medicine; Internal medicine; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07179627,0.0003343825,0.0005846192,0.001990109,0.00184529,0.004929663,0.001167912,0.002640044,0.001942367],"category_scores_gemma":[0.2127924,0.0004668069,0.0003917323,0.001284079,0.002586972,0.003601468,0.002063624,0.001856023,0.0005164581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004445255,"about_ca_system_score_gemma":0.009159716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008328395,"about_ca_topic_score_gemma":0.009796176,"domain_scores_codex":[0.913569,0.05881098,0.007772747,0.002674688,0.01432258,0.002850085],"domain_scores_gemma":[0.780872,0.1397646,0.01876333,0.003467161,0.04907831,0.00805464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008188855,0.0002074698,0.7376078,0.001497001,0.0001756376,0.001004556,0.03788015,0.0007971901,0.002755195,0.00254548,0.0180268,0.1966839],"study_design_scores_gemma":[0.0002895939,0.002484679,0.7026805,0.005556666,0.0004546996,0.006726068,0.1884941,0.009287836,0.004649402,0.008302215,0.07067094,0.0004033248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7867369,0.01000967,0.01075174,0.1702871,0.000749135,0.0003360638,0.000250802,0.0001269781,0.02075155],"genre_scores_gemma":[0.9881137,0.001236053,0.005206521,0.005019947,0.0001832658,0.00004095236,0.00002173611,0.00001074325,0.0001671287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07179627,"threshold_uncertainty_score":0.3796995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05292275860046065,"score_gpt":0.3789020732236273,"score_spread":0.3259793146231667,"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."}}