{"id":"W3014353415","doi":"10.2196/16641","title":"User Experience and Potential Health Effects of a Conversational Agent-Based Electronic Health Intervention: Protocol for an Observational Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Population; Cohort; Medicine; Observational study; Snowball sampling; Coaching; Intervention (counseling); Health coaching; Cohort study; Gerontology; Family medicine; Psychology; Nursing; Environmental health","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":[0.03815049,0.003390744,0.00404333,0.002290292,0.00509481,0.002133352,0.002133135,0.004250256,0.03101546],"category_scores_gemma":[0.02358734,0.002043961,0.003706249,0.002040569,0.002174675,0.002075015,0.002145039,0.004855708,0.00804595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005400375,"about_ca_system_score_gemma":0.01985903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004972417,"about_ca_topic_score_gemma":0.00693314,"domain_scores_codex":[0.9850432,0.00826462,0.002497362,0.00118136,0.001584499,0.001428962],"domain_scores_gemma":[0.9810968,0.004524272,0.002781032,0.002579708,0.007243466,0.001774842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2607187,0.1933159,0.03164978,0.04875395,0.001872766,0.002769474,0.01057745,0.01226245,0.01280055,0.01047412,0.1077856,0.3070192],"study_design_scores_gemma":[0.292818,0.2272086,0.119637,0.01728518,0.001485972,0.0005623428,0.008542354,0.009764687,0.009904991,0.009729032,0.301966,0.001095885],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003060221,0.00005502004,0.001382007,0.00007762985,0.00007570055,0.993893,0.000927263,0.00003327753,0.0004959699],"genre_scores_gemma":[0.001074797,0.00003196079,0.001058963,0.00004158371,0.000007844878,0.9975511,0.0001119104,0.000001463801,0.0001203281],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03815049,"threshold_uncertainty_score":0.2017615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4080847048286529,"score_gpt":0.6354856149456694,"score_spread":0.2274009101170164,"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."}}