{"id":"W2789801378","doi":"10.1177/1747493018764072","title":"Primary to comprehensive stroke center transfers: Appropriateness, not futility","year":2018,"lang":"en","type":"article","venue":"International Journal of Stroke","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Stroke (engine); Schema (genetic algorithms); Endovascular treatment; Acute stroke; Intensive care medicine; Transfer (computing); Surgery; Internal medicine; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0102486,0.000496174,0.0005658856,0.002629037,0.001825053,0.003654327,0.001163904,0.001172639,0.002496646],"category_scores_gemma":[0.06619079,0.0001800525,0.0007396279,0.001766937,0.003649869,0.002759063,0.002606766,0.001982372,0.00040098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003400245,"about_ca_system_score_gemma":0.004738181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004275012,"about_ca_topic_score_gemma":0.005987574,"domain_scores_codex":[0.987945,0.005613716,0.001934563,0.0005758997,0.002873795,0.001057093],"domain_scores_gemma":[0.9665781,0.01063534,0.01197017,0.001373928,0.006942338,0.002500201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003288832,0.0001380102,0.9208769,0.0001445543,0.0001045721,0.0009451082,0.003027463,0.004118193,0.0003523674,0.01599794,0.008080868,0.04588522],"study_design_scores_gemma":[0.00009836184,0.0007395375,0.7317605,0.001576949,0.0002586975,0.00672479,0.02612144,0.06046132,0.001911738,0.155742,0.01435863,0.0002460213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8871945,0.001827924,0.03129864,0.04306751,0.0006732623,0.0007076788,0.0008609994,0.0001472615,0.03422231],"genre_scores_gemma":[0.9945565,0.0002345976,0.003870187,0.0006468805,0.0001477082,0.00007132572,0.0002146491,0.00001544041,0.0002425746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0102486,"threshold_uncertainty_score":0.05420041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02576870738550238,"score_gpt":0.2959066673920394,"score_spread":0.2701379600065371,"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."}}