{"id":"W4285119371","doi":"10.2139/ssrn.4118219","title":"Scoping Reviews and Their Role in Reducing Research Waste","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Business; Environmental planning; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"category_scores_codex":[0.5013158,0.003087362,0.007764767,0.05847395,0.004255233,0.03293521,0.007096624,0.01295521,0.01311926],"category_scores_gemma":[0.792812,0.00391289,0.007596388,0.04548965,0.008324025,0.02873723,0.01334612,0.009850442,0.002468084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01430003,"about_ca_system_score_gemma":0.09222203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01619414,"about_ca_topic_score_gemma":0.04365944,"domain_scores_codex":[0.4855714,0.312234,0.09726202,0.006894778,0.09479786,0.003239808],"domain_scores_gemma":[0.03918226,0.793452,0.04802498,0.01722554,0.09824108,0.003874274],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007077762,0.0002986281,0.006763748,0.1230059,0.003320837,0.0002469325,0.006168879,0.00083564,0.0004366067,0.02252308,0.08738547,0.7483065],"study_design_scores_gemma":[0.0006217831,0.0005513991,0.01093342,0.6091759,0.006979634,0.000413817,0.007948216,0.001503048,0.0009462407,0.051044,0.3095602,0.0003222712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003511224,0.7436573,0.01337479,0.1976579,0.0153699,0.002232857,0.001373596,0.0004176564,0.02240486],"genre_scores_gemma":[0.05366034,0.7944806,0.09021978,0.04124152,0.008040541,0.005447786,0.001204546,0.000343632,0.005361194],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4986842,"threshold_uncertainty_score":0.6149664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518350743931123,"score_gpt":0.4662235116035741,"score_spread":0.3143884372104617,"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."}}