{"id":"W2969809032","doi":"10.2196/14819","title":"Postinjury Complications: Retrospective Study of Causative Factors","year":2019,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrospective cohort study; Medicine; 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":[0.0011294,0.0003584384,0.0005942726,0.002371636,0.000837015,0.0009185834,0.0006111903,0.0004690775,0.002455198],"category_scores_gemma":[0.005643635,0.0006579119,0.000603188,0.003456372,0.0004249778,0.001001836,0.0009621984,0.0007919269,0.0004607629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005680308,"about_ca_system_score_gemma":0.0008450445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003749009,"about_ca_topic_score_gemma":0.002824496,"domain_scores_codex":[0.998228,0.0002948898,0.0004265461,0.0003549991,0.0004341069,0.0002615543],"domain_scores_gemma":[0.9935544,0.0009642704,0.003820424,0.000477282,0.0006440696,0.0005396451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003169379,0.00002610274,0.9988378,0.0000114972,0.00001348357,0.0002736652,0.00004936896,0.00001061257,0.00002369598,0.00000911405,0.00007081658,0.0006421709],"study_design_scores_gemma":[0.000005484746,0.0001405816,0.9955165,0.00002344176,0.00002515972,0.003306874,0.0004804891,0.0001051263,0.00005632273,0.00002238271,0.0003104769,0.000007203866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979594,0.0006592982,0.0001846779,0.00003327262,0.000008316521,0.00005583797,0.0004770478,0.000007540973,0.0006146897],"genre_scores_gemma":[0.9988022,0.0003806224,0.0001176383,0.00003339797,0.00001735365,0.00003876132,0.0005064645,0.000004425464,0.00009904019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003749009,"threshold_uncertainty_score":0.00821346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04717929406169231,"score_gpt":0.3559040845211709,"score_spread":0.3087247904594786,"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."}}