{"id":"W3210354641","doi":"10.1177/26334895211051791","title":"A Glimpse into the “Black Box”: Which Elements of Consultation in an EBP are Associated with Client Symptom Change and Therapist Fidelity?","year":2021,"lang":"en","type":"article","venue":"Implementation Research and Practice","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Mounted Police; Toronto Metropolitan University","funders":"Canadian Institutes of Health Research","keywords":"Fidelity; Attendance; Competence (human resources); Clinical psychology; Checklist; Medicine; Psychology; Protocol (science); Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005367035,0.0001007305,0.0001860594,0.000181781,0.0001967483,0.0001366434,0.00007549346,0.00005081945,0.0002048781],"category_scores_gemma":[0.005160273,0.00007355234,0.00001079815,0.000988822,0.0002484589,0.0005748585,0.00007993964,0.0003900545,0.00000319929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207425,"about_ca_system_score_gemma":0.0003366812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241164,"about_ca_topic_score_gemma":0.00957213,"domain_scores_codex":[0.9961345,0.001792536,0.0003991351,0.0003048292,0.001024642,0.0003443724],"domain_scores_gemma":[0.9931577,0.004080122,0.0002047094,0.0002606658,0.002141194,0.0001556358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006446194,0.002049221,0.7196132,0.0007609556,0.0007045165,0.000144984,0.1279209,0.000001353064,0.01606354,0.0021436,0.001800353,0.1223511],"study_design_scores_gemma":[0.007165771,0.002278073,0.7690827,0.0002448538,0.00004699778,0.00004243413,0.2155742,0.0003304566,0.002336235,0.0004253306,0.00236055,0.0001124141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761751,0.0003737059,0.00002490725,0.02166394,0.00001475525,0.001327032,0.00004490391,0.000009445693,0.0003662489],"genre_scores_gemma":[0.9973119,0.0007772913,0.0007971826,0.000569804,0.00003513115,0.0002055026,0.0002272119,0.00001492703,0.00006098044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1222387,"threshold_uncertainty_score":0.6177701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2881947895077688,"score_gpt":0.5284455696459908,"score_spread":0.2402507801382219,"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."}}