{"id":"W2606947009","doi":"10.1017/cjn.2015.183","title":"Neurosurgery (General Neurosurgery)","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Systems, Applications & Products in Data Processing (Canada); Canadian Celiac Association; Toronto Public Health","funders":"","keywords":"Neurosurgery; Critically ill; Medicine; Retrospective cohort study; Cohort; Observational study; Transfer (computing); Emergency medicine; Surgery; Intensive care medicine; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002142813,0.000548922,0.0004131615,0.001027325,0.001675281,0.001268413,0.0007388178,0.0006125342,0.1659032],"category_scores_gemma":[0.001117085,0.0002114319,0.0003324654,0.00155288,0.0005863307,0.000532817,0.00151401,0.0007367518,0.04079649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004604698,"about_ca_system_score_gemma":0.01133931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1125625,"about_ca_topic_score_gemma":0.212409,"domain_scores_codex":[0.9994907,0.00001989267,0.00003873127,0.00007120212,0.0001551051,0.0002242814],"domain_scores_gemma":[0.9988713,0.00003772633,0.0001584717,0.00005346398,0.0003225881,0.00055644],"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":[0.0003677047,0.0002062569,0.09055985,0.001443642,0.0001118281,0.01179466,0.000607686,0.0002539585,0.002125172,0.002206399,0.4990596,0.3912632],"study_design_scores_gemma":[0.0001460719,0.0003370831,0.2884728,0.001877442,0.0001043968,0.02254519,0.0009250742,0.0003683072,0.0006384634,0.002041635,0.6824932,0.00005039227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1379071,0.02973886,0.001973787,0.01265005,0.004069693,0.0005514707,0.01514499,0.00167148,0.7962926],"genre_scores_gemma":[0.5911012,0.03380734,0.002430937,0.00817913,0.003967464,0.000372234,0.02026209,0.0004530588,0.3394266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1659032,"threshold_uncertainty_score":0.5550015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08114508543190928,"score_gpt":0.2993833062702365,"score_spread":0.2182382208383272,"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."}}