{"id":"W4394898033","doi":"10.2196/54317","title":"Embedding the Use of Patient Multimedia Educational Resources Into Cardiac Acute Care: Prospective Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Baker Foundation","keywords":"Preprint; Observational study; Embedding; Peer review; Medicine; Multimedia; Medical emergency; Computer science; Internal medicine; World Wide Web; Political science; Artificial intelligence","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":[0.0001295549,0.0001233101,0.0002030425,0.0001432758,0.0001653285,0.00004035778,0.00005070656,0.00003522968,0.00005464528],"category_scores_gemma":[0.00009570723,0.00008666474,0.00007159082,0.0003676444,0.00008962963,0.0001797261,0.00001902457,0.0001956698,0.000006101076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003587637,"about_ca_system_score_gemma":0.0002798154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734792,"about_ca_topic_score_gemma":0.000009843468,"domain_scores_codex":[0.9985961,0.00007523941,0.0003843674,0.0002487868,0.0005162675,0.0001792718],"domain_scores_gemma":[0.9990476,0.00035386,0.00009872138,0.0001879259,0.0002349255,0.00007696314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002467796,0.0005431086,0.3642907,0.0002613298,0.0003953171,0.00001251858,0.3915693,0.00004026523,0.0009769169,0.0003323811,0.0258959,0.2154354],"study_design_scores_gemma":[0.0008153076,0.001122164,0.918851,0.0007259784,0.0004347743,0.00001513291,0.05285191,0.001739841,0.0005143089,0.0002386605,0.02255856,0.0001324203],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893767,0.0007425005,0.00005004053,0.006657423,0.0009006454,0.002086007,0.00002625113,0.00005160426,0.0001088878],"genre_scores_gemma":[0.9947444,0.000008412218,0.003795971,0.0002469692,0.0006148934,0.0002920695,0.0001592913,0.00002276039,0.0001152531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5545602,"threshold_uncertainty_score":0.3534085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07082577197675945,"score_gpt":0.4302939961792265,"score_spread":0.359468224202467,"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."}}