{"id":"W4394586389","doi":"10.2196/55443","title":"Provider Adoption of mHealth in Rural Patient Care: Web-Based Survey Study","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Web survey; Web application; Business; World Wide Web; Nursing; Internet privacy; Medicine; Computer science; Marketing; Psychological intervention","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":[0.0009921371,0.0002309896,0.0004176872,0.0005018113,0.0004965735,0.0000126784,0.0001812614,0.0002172486,0.0002814404],"category_scores_gemma":[0.00008579684,0.0001967236,0.00006894862,0.0007543107,0.0000495836,0.0001062697,0.0000563607,0.0008511036,0.00012566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007312291,"about_ca_system_score_gemma":0.001927919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006454875,"about_ca_topic_score_gemma":0.01908605,"domain_scores_codex":[0.9959712,0.001160907,0.001308335,0.0004241173,0.0004291915,0.0007062689],"domain_scores_gemma":[0.9979963,0.0006334787,0.0002959243,0.0004970814,0.0002400558,0.0003371335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006453312,0.0004712117,0.9756178,0.002551661,0.000006825961,0.000001924778,0.01121862,0.00001326384,0.0000529856,0.0004774552,0.00329527,0.006228457],"study_design_scores_gemma":[0.001101197,0.0008368831,0.9731329,0.0003659377,0.00001015612,6.640435e-8,0.01158257,0.00008736222,0.000008799815,0.00003479167,0.01269106,0.000148273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879122,0.0003270513,0.00001155185,0.0001324782,0.0006538297,0.01004542,0.0002135359,0.0002062136,0.0004976839],"genre_scores_gemma":[0.9900169,0.00001840895,0.00002065154,0.000237128,0.00008458916,0.008914884,0.0005461145,0.00004671298,0.0001146416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01263118,"threshold_uncertainty_score":0.9988131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0734965145000653,"score_gpt":0.4513756473830219,"score_spread":0.3778791328829567,"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."}}