{"id":"W2941490762","doi":"10.2196/13317","title":"Designing and Testing a Treatment Adherence Model Based on the Roy Adaptation Model in Patients With Heart Failure: Protocol for a Mixed Methods Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Iran University of Medical Sciences","keywords":"Context (archaeology); Automatic summarization; Qualitative research; Protocol (science); Psychology; Content analysis; Data collection; Structural equation modeling; Conceptual model; Research design; Exploratory research; Adaptation (eye); Clinical psychology; Applied psychology; Medicine; Computer science; Alternative medicine; Artificial intelligence; Statistics; Machine learning","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":[0.002179991,0.0001796649,0.0002764311,0.000160492,0.0001588815,0.00006727099,0.0001528829,0.00005900328,0.00003560518],"category_scores_gemma":[0.0004864804,0.0001026769,0.0000273697,0.0004692189,0.00006910635,0.000109081,0.00003790951,0.0003197794,0.00002135446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000160045,"about_ca_system_score_gemma":0.0007836925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001851808,"about_ca_topic_score_gemma":0.000009355329,"domain_scores_codex":[0.9974331,0.000623873,0.0003002885,0.0004897205,0.0007587931,0.0003942784],"domain_scores_gemma":[0.9978445,0.0008858916,0.000107037,0.0005160813,0.0005118202,0.0001347354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03284507,0.02226709,0.7639898,0.002930113,0.00008749343,0.000005537029,0.004948647,0.05624174,0.008210577,0.0003826357,0.005417233,0.1026741],"study_design_scores_gemma":[0.01536088,0.02023317,0.01486952,0.002732979,0.000003356766,3.109277e-7,0.0006843574,0.9443139,0.0009439287,0.0002719007,0.000460169,0.0001254605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01442667,9.05634e-8,0.0299411,0.0003953306,7.21035e-7,0.9550131,0.000002465286,0.00002876241,0.0001917894],"genre_scores_gemma":[0.05230396,3.316849e-9,0.1332195,0.00008853957,0.000008568703,0.8139895,0.000002729063,0.00002156528,0.0003655992],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8880723,"threshold_uncertainty_score":0.4187041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5113203821806996,"score_gpt":0.5812753783785853,"score_spread":0.0699549961978857,"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."}}