{"id":"W7131835312","doi":"10.5376/ijccr.2025.15.0014","title":"A Study on the Effectiveness of Emergency Care Knowledge Dissemination for Cerebrovascular Accident in Home Environments and Improvement Strategies","year":2025,"lang":"","type":"article","venue":"International Journal of Clinical Case Reports","topic":"Marine and Coastal Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Accident (philosophy); Emergency medical services; Health care; MEDLINE; Emergency response","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005904821,0.0001815183,0.0005098059,0.0002916393,0.00004070719,0.00006377029,0.0001840334,0.00009729181,0.00003709372],"category_scores_gemma":[0.002014088,0.0001356654,0.0003700826,0.000122265,0.00004494287,0.0001777278,0.000247947,0.0004518991,3.174291e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001930841,"about_ca_system_score_gemma":0.0002236871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006729912,"about_ca_topic_score_gemma":0.0001395084,"domain_scores_codex":[0.9961375,0.0004250514,0.00234961,0.0002585385,0.0006708888,0.0001584076],"domain_scores_gemma":[0.9960325,0.002451974,0.0006377604,0.0002420904,0.0005589068,0.00007672678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003050943,0.006037509,0.6660646,0.001355817,0.005037053,0.02250208,0.002869861,0.003447795,0.001220563,0.001790978,0.0001143692,0.2865085],"study_design_scores_gemma":[0.003284544,0.003486439,0.9662483,0.001864599,0.0003249503,0.000949634,0.01477114,0.0006935155,0.00277692,0.004796008,0.0005571238,0.0002467865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934918,0.00094592,0.001457455,0.00005930926,0.00229197,0.0009967218,0.000007221805,0.00000187921,0.0007477439],"genre_scores_gemma":[0.9988367,0.0008414899,0.00001196084,0.000002663635,0.000148771,0.0000600344,0.000003232354,0.00001337978,0.00008178577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3001838,"threshold_uncertainty_score":0.5532275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03811402674738738,"score_gpt":0.4403420203636003,"score_spread":0.4022279936162129,"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."}}