{"id":"W7106021124","doi":"10.7939/83463","title":"Evaluating the Digital Frontier: A Mixed-Methods Exploration of the Implementation of Digital Mental Health Interventions","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychological intervention; Strengths and weaknesses; Digital health; Perception; Qualitative research; Quality (philosophy); Implementation research; Public health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2310414,0.001469728,0.002796499,0.008270839,0.004200554,0.01021982,0.003803208,0.002182871,0.004608176],"category_scores_gemma":[0.2116782,0.001297312,0.004117286,0.006880397,0.00436388,0.007489515,0.008010743,0.00287564,0.0003525577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01277551,"about_ca_system_score_gemma":0.02717697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004677538,"about_ca_topic_score_gemma":0.01065495,"domain_scores_codex":[0.7840856,0.1848631,0.01384928,0.004828248,0.01014126,0.002232515],"domain_scores_gemma":[0.6507381,0.3169042,0.009258365,0.008725992,0.01318761,0.001185692],"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":[0.001586872,0.003179683,0.01823926,0.0820182,0.004235003,0.000806367,0.2169752,0.004331049,0.001736871,0.05404058,0.003267687,0.6095832],"study_design_scores_gemma":[0.004530305,0.01978936,0.02676157,0.1986629,0.01150323,0.0006650895,0.4999352,0.01652123,0.009270899,0.0903037,0.1214267,0.0006297916],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4430151,0.05827983,0.2216264,0.009892795,0.001121451,0.2351599,0.002353262,0.0002559068,0.02829542],"genre_scores_gemma":[0.4326666,0.01443372,0.4008659,0.003361627,0.00013471,0.1465233,0.0004302895,0.00008496751,0.001498916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2310414,"threshold_uncertainty_score":0.9482629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05757335908035159,"score_gpt":0.4335895214761255,"score_spread":0.3760161623957739,"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."}}