{"id":"W2939317627","doi":"10.1007/s00268-019-04947-7","title":"Trauma Surveillance and Registry Development in Mozambique: Results of a 1‐Year Study and the First Phase of National Implementation","year":2019,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Montreal General Hospital","funders":"Grand Challenges Canada","keywords":"Medicine; Public health; Medical emergency; Health care; Health informatics; Major trauma; Occupational safety and health; Family medicine; Emergency medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02198653,0.0005446521,0.0005774692,0.00174042,0.002599341,0.003018122,0.001468844,0.00115736,0.00129907],"category_scores_gemma":[0.02985044,0.001006279,0.0009485092,0.002219353,0.001493957,0.002356338,0.003045581,0.002159683,0.0002801765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0134964,"about_ca_system_score_gemma":0.03649685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3538453,"about_ca_topic_score_gemma":0.3867923,"domain_scores_codex":[0.9915377,0.003465372,0.0005186156,0.0003808037,0.001289119,0.002808419],"domain_scores_gemma":[0.9813998,0.003489356,0.004403404,0.001284158,0.007236449,0.002186773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004205134,0.003107665,0.8467223,0.001490747,0.0002050459,0.001350352,0.05723275,0.0006187823,0.001419991,0.0007422045,0.006229926,0.08045968],"study_design_scores_gemma":[0.0001124515,0.001044199,0.9523516,0.0005740277,0.00006465439,0.0001644518,0.03838246,0.0004403174,0.0002305118,0.00006098153,0.006525166,0.0000492058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915997,0.0006298018,0.000509825,0.002101935,0.00003506115,0.00256746,0.0008051493,0.00004070743,0.001710328],"genre_scores_gemma":[0.9889825,0.00126962,0.002984754,0.0007941086,0.00002737461,0.003254449,0.001546727,0.0000159877,0.001124476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3538453,"threshold_uncertainty_score":0.7035713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04733083229543519,"score_gpt":0.3426695438934463,"score_spread":0.2953387115980112,"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."}}