{"id":"W7156132170","doi":"10.2196/81858","title":"Structured Online Support to Inform and Assist Antidepressant Deprescribing in Primary Care: Protocol for a Pragmatic, Randomized Controlled Trial (The WiserAD Trial) (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Randomized controlled trial; Deprescribing; Protocol (science); Polypharmacy; Primary care; Research design; MEDLINE; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02799349,0.006611286,0.01116838,0.002426448,0.002611493,0.003828208,0.003262959,0.006628897,0.1041343],"category_scores_gemma":[0.02629119,0.00304919,0.006844014,0.003201147,0.003681619,0.003599351,0.002183534,0.007767369,0.01657568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003675818,"about_ca_system_score_gemma":0.009184781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002442342,"about_ca_topic_score_gemma":0.004300611,"domain_scores_codex":[0.9821615,0.0116928,0.001684286,0.001321371,0.001395503,0.001744557],"domain_scores_gemma":[0.9925956,0.002076149,0.001662599,0.001132801,0.001343143,0.001189742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9106403,0.008804549,0.0004820494,0.0248512,0.002275735,0.0002574399,0.0003607599,0.001538755,0.001459543,0.003331078,0.02039678,0.02560182],"study_design_scores_gemma":[0.9623078,0.01621527,0.0007970338,0.002188349,0.000861509,0.00004234478,0.00008272525,0.0009214483,0.0003008363,0.001783323,0.01443316,0.0000663137],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001287517,0.0002296297,0.0008398471,0.0001475184,0.0002768492,0.9959125,0.0007613885,0.00006762835,0.0004771447],"genre_scores_gemma":[0.001514965,0.0001100705,0.001026988,0.0001389022,0.00005059795,0.9966651,0.0001256288,0.000004608747,0.0003631529],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1041343,"threshold_uncertainty_score":0.3483638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352847355904633,"score_gpt":0.5631807255379933,"score_spread":0.42789598994753,"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."}}