{"id":"W2144592668","doi":"10.1186/2046-4053-2-41","title":"Systematic review of the effectiveness of training programs in writing for scholarly publication, journal editing, and manuscript peer review (protocol)","year":2013,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Centre for Advancing Health Outcomes; University of Ottawa; University of British Columbia; Royal College of Physicians and Surgeons of Canada; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"PsycINFO; MEDLINE; Scopus; Medicine; Publishing; Cochrane Library; Protocol (science); Grey literature; Usability; Systematic review; Peer review; Medical education; Publication bias; Alternative medicine; Meta-analysis; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1535654,0.003026473,0.01521304,0.0108871,0.002867036,0.005916779,0.004279822,0.004165166,0.0113807],"category_scores_gemma":[0.3321964,0.002665513,0.01416263,0.01158773,0.003713032,0.007311653,0.003780618,0.002852361,0.001188964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02330851,"about_ca_system_score_gemma":0.05784691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007105691,"about_ca_topic_score_gemma":0.02088774,"domain_scores_codex":[0.8013411,0.09197288,0.07062633,0.007001198,0.02667239,0.002386223],"domain_scores_gemma":[0.7256215,0.1718737,0.05831235,0.008655603,0.0324509,0.003085991],"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":[0.002755415,0.0001018182,0.001345098,0.9483773,0.01191807,0.00008993135,0.0006219081,0.0002449107,0.0002803862,0.0002804174,0.001694778,0.03228999],"study_design_scores_gemma":[0.01089545,0.002982727,0.009716711,0.8691235,0.08988985,0.0002364059,0.001150807,0.0006409874,0.001358538,0.0008444943,0.01297786,0.000182627],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0247753,0.3070541,0.008018363,0.002118745,0.001590804,0.6453693,0.006184889,0.0005079316,0.004380607],"genre_scores_gemma":[0.09186938,0.1040135,0.03514999,0.00161302,0.0002198775,0.7640721,0.001815503,0.00006967034,0.00117692],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8464346,"threshold_uncertainty_score":0.8121411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154865278674654,"score_gpt":0.3237874919741749,"score_spread":0.2083009641067096,"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."}}