{"id":"W4388178922","doi":"10.3389/fneur.2023.1253065","title":"Optimizing acute stroke treatment process: insights from sub-tasks durations in a prospective observational time and motion study","year":2023,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Thrombolysis; Observational study; Stroke (engine); Triage; Groin; Emergency medicine; Acute stroke; Prospective cohort study; Physical therapy; Tissue plasminogen activator; Internal medicine; Surgery","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":[0.004438371,0.0004743869,0.000499082,0.0009861458,0.0005639765,0.0008127263,0.0006270855,0.000674472,0.001102412],"category_scores_gemma":[0.0136966,0.0003359873,0.001285574,0.001562102,0.0003642144,0.0009368816,0.001160355,0.000758764,0.000284259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004698815,"about_ca_system_score_gemma":0.001029369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004375047,"about_ca_topic_score_gemma":0.005489498,"domain_scores_codex":[0.9967672,0.001698832,0.0004930866,0.0004368397,0.0003055295,0.000298537],"domain_scores_gemma":[0.9902986,0.002703776,0.004052697,0.0009484687,0.0008463394,0.001150039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001774119,0.0007473943,0.9903365,0.00008860968,0.0004004434,0.00008413103,0.000885017,0.0004567048,0.0002291123,0.0001371571,0.0003066747,0.00455404],"study_design_scores_gemma":[0.0000937536,0.001719226,0.9940611,0.00002962925,0.000153125,0.00009037761,0.001087276,0.001850701,0.0001089317,0.0001837819,0.0005957299,0.00002643869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979279,0.0001487794,0.0008993053,0.00004745785,0.00001114813,0.0001023569,0.0006059766,0.000003480125,0.0002536676],"genre_scores_gemma":[0.9969932,0.00009203098,0.0009556562,0.00004196743,0.00002299279,0.0002517145,0.001490939,0.000004309271,0.0001472567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004438371,"threshold_uncertainty_score":0.02347261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827622041663167,"score_gpt":0.2647251771040263,"score_spread":0.2464489566873947,"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."}}