{"id":"W3014616930","doi":"10.1136/neurintsurg-2020-015902","title":"Workflow patterns and potential for optimization in endovascular stroke treatment across the world: results from a multinational survey","year":2020,"lang":"en","type":"article","venue":"Journal of NeuroInterventional Surgery","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Stryker; Freiwillige Akademische Gesellschaft; Universität Basel","keywords":"Workflow; Medicine; Multinational corporation; Protocol (science); Emergency department; Medical physics; Emergency medicine; Medical emergency; Operations management; Nursing; Computer science; Business","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":[0.00430468,0.0002163026,0.0002160796,0.001004663,0.0003527463,0.0009553691,0.0004835869,0.0003929621,0.0008383908],"category_scores_gemma":[0.01061006,0.0002205771,0.0005389464,0.002173449,0.000376199,0.001037651,0.001025942,0.0004162159,0.0001470211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007886825,"about_ca_system_score_gemma":0.001157267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01907438,"about_ca_topic_score_gemma":0.01365007,"domain_scores_codex":[0.9983084,0.0006084025,0.0003684075,0.0002191889,0.0002282332,0.0002673372],"domain_scores_gemma":[0.9901701,0.001853009,0.005679943,0.0005636378,0.0008933938,0.0008398395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003100129,0.0000343997,0.9971034,0.00001735899,0.00002037273,0.0000216681,0.0005890721,0.00007767255,0.00003619958,0.00001411173,0.0001019472,0.001952743],"study_design_scores_gemma":[0.000002574857,0.00004456367,0.9975125,0.00001773846,0.000009113231,0.00004235467,0.001919216,0.0002493827,0.00002184569,0.00001099663,0.0001660149,0.000003667479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991211,0.00008411259,0.0001078502,0.0001481997,0.000002792929,0.00001092767,0.0003297683,0.000002569261,0.0001927166],"genre_scores_gemma":[0.9991714,0.0001279708,0.0001827759,0.00005088353,0.000002961107,0.00001658687,0.0003906882,0.00000284388,0.00005381905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01907438,"threshold_uncertainty_score":0.03792673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04583359533368308,"score_gpt":0.3011745254904854,"score_spread":0.2553409301568023,"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."}}