{"id":"W7106257094","doi":"10.17863/cam.123037","title":"Comparative effectiveness of educational interventions in neurological disease for healthcare workers and students: a systematic review.","year":2025,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Observational study; Systematic review; Health care; Disease; MEDLINE; Data extraction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003040645,0.00007021645,0.0005374216,0.0001450901,0.0000309342,0.00000186787,0.0001135375,0.00002256988,0.000005303457],"category_scores_gemma":[0.0001720777,0.00007224253,0.000143194,0.0002130962,0.0001003183,0.00003870357,0.0001058654,0.00005940933,7.561398e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000499243,"about_ca_system_score_gemma":0.00007813545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009644152,"about_ca_topic_score_gemma":0.00001680485,"domain_scores_codex":[0.9993098,0.0001470305,0.000181796,0.0001597659,0.0001230244,0.00007861863],"domain_scores_gemma":[0.9991735,0.0003898843,0.0001268614,0.0001515101,0.0001029326,0.0000553467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001129953,0.0005933751,0.4222317,0.5638013,0.0004616741,0.000008203222,0.0001765816,0.000003163889,0.00003636423,0.004841856,0.006686184,0.00002969443],"study_design_scores_gemma":[0.001665648,0.0001604055,0.8997601,0.09625301,0.0009371371,0.000001295634,0.001003763,0.00009627403,0.000007928244,0.00002951965,0.00003383477,0.00005111121],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799966,0.007609412,0.001784157,0.006467441,0.00005377797,0.003447669,0.00005983509,0.000007403781,0.0005736761],"genre_scores_gemma":[0.9981638,0.0002143192,0.0002573881,0.0001811289,0.000002711129,0.00001332399,0.00003746586,0.00000220552,0.001127647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4775284,"threshold_uncertainty_score":0.2945965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228590424484852,"score_gpt":0.34154154612215,"score_spread":0.3192556418773015,"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."}}