{"id":"W4409918411","doi":"10.2196/60173","title":"Exploring the Barriers and Facilitators to Implementing a Smartphone App for Physicians to Improve the Management of Acute Myocardial Infarctions: Multicenter, Mixed Methods, Observational Study","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Ottawa Hospital; William Osler Health System; Population Health Research Institute; McMaster University; University of Ottawa; University of Toronto; Hamilton Health Sciences","funders":"","keywords":"Observational study; Preprint; Medicine; mHealth; Telemedicine; Medical emergency; Nursing; Psychological intervention; Computer science; Health care; Internal medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01477247,0.0006322245,0.001020385,0.001130727,0.002020542,0.001754199,0.001145541,0.001446589,0.001804726],"category_scores_gemma":[0.02250924,0.001003235,0.00183027,0.001446104,0.000932071,0.001691322,0.001629137,0.001349425,0.000347606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002310917,"about_ca_system_score_gemma":0.00449448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01947156,"about_ca_topic_score_gemma":0.02761223,"domain_scores_codex":[0.992427,0.003902475,0.001157917,0.0007064943,0.0009688157,0.0008373626],"domain_scores_gemma":[0.985724,0.005373092,0.004652373,0.000758133,0.002309503,0.00118292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001518984,0.007836802,0.951078,0.0007390021,0.0005892685,0.0002304946,0.02428813,0.00008234716,0.0005456471,0.000140616,0.0009126686,0.01203794],"study_design_scores_gemma":[0.0007995845,0.01181593,0.9307353,0.000665771,0.0006205567,0.0003023216,0.05168676,0.001014334,0.0004238976,0.0001291592,0.001719342,0.00008695533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980374,0.0002029459,0.0002533374,0.0001328872,0.00000876114,0.0007655381,0.0002631026,0.00000497462,0.0003309532],"genre_scores_gemma":[0.9938851,0.0004182183,0.001799172,0.0004941285,0.00002479814,0.00271503,0.000336785,0.000006327909,0.0003204859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01947156,"threshold_uncertainty_score":0.07812524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1630936118333453,"score_gpt":0.5095488919791704,"score_spread":0.3464552801458251,"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."}}