{"id":"W4406154076","doi":"10.2196/63987","title":"Correlation Between Objective Habit Metrics and Objective Medication Adherence: Retrospective Study of 15,818 Participants From Clinical Studies","year":2025,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Habit; Medicine; Psychology; Psychotherapist; Computer science","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":[0.006236327,0.0003583886,0.001128271,0.001927958,0.0008638976,0.00120181,0.0008412151,0.0006806773,0.001214706],"category_scores_gemma":[0.01702876,0.0005966164,0.0006618305,0.003877172,0.0006265515,0.001077445,0.001187609,0.0008056805,0.0003509935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000635441,"about_ca_system_score_gemma":0.0008582658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005363413,"about_ca_topic_score_gemma":0.006574839,"domain_scores_codex":[0.991522,0.002063851,0.002285069,0.002013215,0.00170937,0.0004065487],"domain_scores_gemma":[0.9812638,0.003842517,0.009577138,0.002322682,0.002206021,0.0007877853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007308202,0.00002498807,0.9979779,0.00008432877,0.0001244612,0.00005092891,0.0002249747,0.00001461434,0.00006828787,0.00001927908,0.0002151545,0.001121967],"study_design_scores_gemma":[0.0000168331,0.0001120008,0.9978085,0.00007272729,0.0001317669,0.0003436565,0.0003748573,0.0001577648,0.00006817439,0.00004691536,0.0008558132,0.00001101838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930351,0.002015481,0.0007851306,0.0001042713,0.00001516636,0.0001548982,0.003228538,0.00001256397,0.000648966],"genre_scores_gemma":[0.9957491,0.0004351646,0.0006240253,0.0001770595,0.00002506302,0.0003405203,0.002484117,0.00001065098,0.0001543467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006236327,"threshold_uncertainty_score":0.03298128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3136450659568247,"score_gpt":0.5835788240675183,"score_spread":0.2699337581106936,"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."}}