{"id":"W7128665459","doi":"","title":"qualitative assessment of implementation factors and systematic guideline review","year":2025,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Treatment of Major Depression","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Intervention (counseling); Casual; Medical prescription; Antidepressant; Guideline; Psychological intervention; Depression (economics)","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":[0.1863615,0.001401509,0.005346275,0.02469783,0.003039888,0.005824848,0.004506125,0.002651318,0.01728444],"category_scores_gemma":[0.4213542,0.001775349,0.005417673,0.03076993,0.003230615,0.008660186,0.009298321,0.003365237,0.001366683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02433202,"about_ca_system_score_gemma":0.06829115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01891852,"about_ca_topic_score_gemma":0.03076612,"domain_scores_codex":[0.7743193,0.1419004,0.05687665,0.006941529,0.0164609,0.003501141],"domain_scores_gemma":[0.5139965,0.3878661,0.03805409,0.01051335,0.04574544,0.003824436],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005698295,0.0002589782,0.01592741,0.508712,0.002399148,0.0007163599,0.1999352,0.001467095,0.0007196367,0.01041522,0.03330907,0.22557],"study_design_scores_gemma":[0.002260623,0.001062084,0.03316756,0.5444294,0.005642899,0.000625196,0.1884893,0.003001874,0.001363975,0.02038369,0.1989118,0.0006617286],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.1849794,0.07097087,0.05682413,0.05707754,0.001368387,0.4516999,0.1224062,0.001103114,0.05357044],"genre_scores_gemma":[0.2435801,0.02474421,0.157032,0.006979665,0.0001692747,0.5532064,0.01083809,0.0002406687,0.003209455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8136386,"threshold_uncertainty_score":0.9855854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320971405947935,"score_gpt":0.5699371483288214,"score_spread":0.4378400077340279,"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."}}