{"id":"W2233580928","doi":"10.1136/bmj.h5193","title":"Behavioural interventions for diabetes yield modest benefits, reviews find","year":2015,"lang":"en","type":"article","venue":"BMJ","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yield (engineering); Psychological intervention; Diabetes mellitus; Data science; Medicine; Computer science; Gerontology; Psychiatry; Endocrinology","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":[0.02778472,0.001836497,0.006121267,0.004382911,0.0005391784,0.003919051,0.00157312,0.002777164,0.008390763],"category_scores_gemma":[0.1192476,0.0009082036,0.008181643,0.007051499,0.001440273,0.002580531,0.001693599,0.002557082,0.001757041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482897,"about_ca_system_score_gemma":0.00330103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008750582,"about_ca_topic_score_gemma":0.02616281,"domain_scores_codex":[0.982404,0.006543091,0.004652725,0.001640527,0.004351742,0.000407912],"domain_scores_gemma":[0.8963411,0.08110248,0.01223548,0.002648259,0.006989557,0.0006832102],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.004058497,0.0001419289,0.004749472,0.6051118,0.09706572,0.0001426305,0.0005393649,0.000418393,0.000776018,0.002194051,0.02761481,0.2571873],"study_design_scores_gemma":[0.006542574,0.001961957,0.0705629,0.3071973,0.4048776,0.0005494912,0.0009100962,0.0003435395,0.001961411,0.006209454,0.198693,0.0001905585],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002535298,0.9877055,0.0003975464,0.004411408,0.001014726,0.0002347544,0.001252436,0.00004929001,0.002398913],"genre_scores_gemma":[0.07901254,0.9038166,0.001516173,0.01197898,0.001018634,0.0004483042,0.00118763,0.00005789071,0.0009633034],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9722153,"threshold_uncertainty_score":0.1469414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3249417789146518,"score_gpt":0.4056393010128878,"score_spread":0.08069752209823594,"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."}}