{"id":"W3161025845","doi":"10.2196/24274","title":"Patient and Family Engagement Approaches for Digital Health Initiatives: Protocol for a Case Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research; Centre for Addiction and Mental Health","keywords":"Digital health; Health care; mHealth; Pace; Work (physics); Knowledge management; Computer science; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.07298801,0.004022312,0.004497681,0.005522161,0.01065222,0.005897911,0.005581299,0.008453237,0.07701837],"category_scores_gemma":[0.06291586,0.003593512,0.005465745,0.004480476,0.004812291,0.006585022,0.006778369,0.01045507,0.01336683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01515151,"about_ca_system_score_gemma":0.04492291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009793879,"about_ca_topic_score_gemma":0.01803646,"domain_scores_codex":[0.958821,0.02463341,0.006849829,0.002675692,0.003855716,0.003164378],"domain_scores_gemma":[0.9576728,0.01365355,0.004760548,0.006129204,0.01459877,0.003185126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03290133,0.04267287,0.007343336,0.1068367,0.0009557824,0.01271823,0.0785151,0.01191743,0.009326,0.05974001,0.2181149,0.4189584],"study_design_scores_gemma":[0.04523195,0.01760203,0.01060014,0.06841424,0.0005096579,0.002147777,0.06871299,0.004589351,0.007789429,0.0290755,0.7443292,0.0009977798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0008127505,0.0001240604,0.002277113,0.0002303675,0.0001289435,0.9948794,0.0006166032,0.00001897444,0.0009118426],"genre_scores_gemma":[0.0006129001,0.0001185935,0.00348626,0.0001170096,0.00001120951,0.9953277,0.00009718684,0.00000270848,0.000226379],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07701837,"threshold_uncertainty_score":0.3860021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.880838407963562,"score_gpt":0.6890415210933143,"score_spread":0.1917968868702478,"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."}}