{"id":"W7081973710","doi":"10.1007/s41347-025-00555-6","title":"Comparing Reach and Treatment Completion in Minimally-Guided Internet-Delivered Cognitive Behavioural Therapy (iCBT) Versus Standard CBT in Routine Care: a Cross-Sectional Study Using Ontario’s Linked Health-Administrative Data","year":2025,"lang":"en","type":"article","venue":"Journal of Technology in Behavioral Science","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Women's College Hospital; University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Anxiety; Logistic regression; Cognitive behavioral therapy; Mental health; Cognitive therapy; Depression (economics); Cognition","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001400635,0.0001935626,0.0004692794,0.0008179589,0.0001637113,0.0001656071,0.001225846,0.0001287078,0.000003382034],"category_scores_gemma":[0.0001064587,0.0001749547,0.00003229167,0.001285372,0.0005604115,0.0006181287,0.0006499661,0.000598911,1.41405e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003711142,"about_ca_system_score_gemma":0.001280607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02252248,"about_ca_topic_score_gemma":0.0516245,"domain_scores_codex":[0.9976758,0.0001010281,0.0008850567,0.0006016349,0.0003473637,0.0003890854],"domain_scores_gemma":[0.998732,0.00006356167,0.0004478296,0.0003308666,0.0003600066,0.00006578169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000519047,0.0005557144,0.9889884,0.000002658446,0.000007913848,0.0001589496,0.003493916,0.00005618318,0.00120605,0.00006978892,9.658459e-7,0.004940385],"study_design_scores_gemma":[0.006411621,0.002828473,0.9834234,0.0001393027,0.000008676213,0.0001067176,0.003478815,0.002311479,0.0009937418,0.0001514254,0.000008616911,0.0001377769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981783,0.0002099886,0.0003201886,0.0005300153,0.0002478826,0.0004549876,0.000007584586,0.00001986295,0.00003118179],"genre_scores_gemma":[0.9961167,0.00001549111,0.003818473,0.00001299358,0.000006637089,0.00001121207,0.000006004959,0.000001757534,0.00001074862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02910202,"threshold_uncertainty_score":0.9839866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2824837148505194,"score_gpt":0.4405045254255116,"score_spread":0.1580208105749922,"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."}}