{"id":"W4386058680","doi":"10.2139/ssrn.4541476","title":"Librarian Involvement in Systematic Reviews and Quality of Reported Search Methods: A Cross-Sectional Survey of Authors from Vancouver, BC","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Quality (philosophy); Cross-sectional study; Data science; Geography; Computer science; Medicine; Physics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.06601603,0.0003976033,0.002724747,0.01827794,0.002841933,0.008844056,0.002763721,0.002314328,0.004736279],"category_scores_gemma":[0.3455339,0.001710974,0.001681029,0.04715683,0.001450431,0.002762479,0.003520253,0.001714102,0.0007115934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01540799,"about_ca_system_score_gemma":0.03772134,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5510072,"about_ca_topic_score_gemma":0.7000829,"domain_scores_codex":[0.862,0.04439219,0.05787741,0.005535756,0.02663426,0.003560253],"domain_scores_gemma":[0.463758,0.2654808,0.1457661,0.01293749,0.09646326,0.01559437],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002590747,0.00007905992,0.9716509,0.003292229,0.001174704,0.00009760669,0.006437003,0.0000407965,0.0001078068,0.0001105842,0.003252084,0.01349818],"study_design_scores_gemma":[0.0001062275,0.00009874676,0.9792359,0.004811496,0.0008041956,0.0003538754,0.008922682,0.0001852735,0.00008593852,0.00007381114,0.005251263,0.00007058924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8456658,0.1088937,0.001329778,0.01212562,0.0001967173,0.001025391,0.0200877,0.0001093866,0.010566],"genre_scores_gemma":[0.9518566,0.03362359,0.00264441,0.003394214,0.0001060808,0.0008924999,0.005091515,0.0001331519,0.002257914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.933984,"threshold_uncertainty_score":0.9032741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.587752293079355,"score_gpt":0.6078276600659261,"score_spread":0.0200753669865712,"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."}}