{"id":"W4407688407","doi":"10.2196/60779","title":"Use and Acceptance of Innovative Digital Health Solutions Among Patients and Professionals: Survey Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Health professionals; Psychology; Computer science; Health care; Political science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004856348,0.0001918013,0.0005594215,0.001518441,0.000764986,0.001162688,0.0003399054,0.0009209356,0.002765674],"category_scores_gemma":[0.01022902,0.0003959896,0.0006212993,0.001446468,0.0007692637,0.001543441,0.001347106,0.0008833862,0.0006701828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008049127,"about_ca_system_score_gemma":0.001059322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001946658,"about_ca_topic_score_gemma":0.002174421,"domain_scores_codex":[0.9968419,0.001194706,0.0004666793,0.0002877742,0.0006614266,0.0005475252],"domain_scores_gemma":[0.9924877,0.00291049,0.001813349,0.0002372476,0.001316266,0.001234902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001531035,0.0005775091,0.9602323,0.0002929991,0.00005218491,0.0002572029,0.02385083,0.0000691339,0.0004128511,0.0001361225,0.0009717238,0.01299412],"study_design_scores_gemma":[0.00003776886,0.001737591,0.9261924,0.0002649184,0.00006133677,0.001017744,0.06609426,0.0006892449,0.0002773452,0.0001086402,0.003464899,0.00005375245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989215,0.000111952,0.0001221198,0.0001904282,0.000003539596,0.00006062798,0.0001832782,0.000002927314,0.0004035845],"genre_scores_gemma":[0.9985422,0.0003268911,0.000306124,0.0002786188,0.00001194699,0.0001634007,0.0001603026,0.000002728112,0.0002080053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004856348,"threshold_uncertainty_score":0.0256831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049987879540655,"score_gpt":0.4318319547412753,"score_spread":0.3268331667872098,"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."}}