{"id":"W2335781697","doi":"10.1136/bmjqs-2015-005092","title":"A scoping review of online repositories of quality improvement projects, interventions and initiatives in healthcare","year":2016,"lang":"en","type":"review","venue":"BMJ Quality & Safety","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research; Health Canada; University of Toronto","keywords":"Terminology; Context (archaeology); Grey literature; Scope (computer science); Health care; Knowledge management; Quality (philosophy); Medicine; Best practice; World Wide Web; Computer science; MEDLINE","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0287376,0.0004077965,0.004122881,0.0003404157,0.0003078822,0.000005439325,0.0004170537,0.0003199127,0.0001201357],"category_scores_gemma":[0.01708521,0.0003011744,0.0004789859,0.0009431265,0.0003154148,0.0002898624,0.0005396775,0.0007549495,0.00000792652],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007099091,"about_ca_system_score_gemma":0.01064036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004084473,"about_ca_topic_score_gemma":0.004100416,"domain_scores_codex":[0.9657459,0.01642015,0.01559254,0.0007208487,0.0008101416,0.000710388],"domain_scores_gemma":[0.9780988,0.01006636,0.009690257,0.00098517,0.0009105496,0.0002489088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001805341,0.00006335789,0.0006565572,0.8064496,0.00003138609,5.29363e-7,0.001796777,2.449501e-9,8.670117e-7,0.002827716,0.0001219518,0.1880332],"study_design_scores_gemma":[0.0005679593,0.0001518673,0.002555615,0.9505756,0.00007401959,0.000001300592,0.001795001,5.391985e-8,0.000001167742,0.0001131528,0.04389475,0.0002695434],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005135408,0.9708717,0.0002070249,0.009680901,0.0004307235,0.01465514,0.003857612,0.00003314368,0.000212381],"genre_scores_gemma":[0.0000525049,0.9945496,0.0007997688,0.002449575,0.0001863658,0.001655312,0.0001940607,0.00003047559,0.00008234804],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1877636,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7964611990966224,"score_gpt":0.7714833282179983,"score_spread":0.02497787087862413,"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."}}