{"id":"W4213336287","doi":"10.1101/2022.02.17.22271152","title":"Global prevalence of antidepressant utilization in the community: A protocol for a systematic review","year":2022,"lang":"en","type":"review","venue":"medRxiv","topic":"Treatment of Major Depression","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Institut universitaire de cardiologie et de pneumologie de Québec; Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Centres Intégré Universitaires de Santé et de Services Sociaux; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; The Quebec Population Health Research Network; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Université Laval; Université du Québec à Rimouski","funders":"Canadian Institutes of Health Research; McMaster University; Université du Québec à Rimouski","keywords":"Checklist; Reporting bias; Data extraction; Critical appraisal; Medicine; MEDLINE; Systematic review; Mental health; Psychiatry; Publication bias; Protocol (science); Antidepressant; Family medicine; Medical prescription; Public health; Meta-analysis; Alternative medicine; Psychology; Pharmacology; Political science; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.1071886,0.00614864,0.01814943,0.01650514,0.004615216,0.007231969,0.005630324,0.006754101,0.08194811],"category_scores_gemma":[0.1101831,0.006405141,0.02325199,0.0173163,0.004558028,0.008702368,0.005273304,0.007120809,0.01033161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0141831,"about_ca_system_score_gemma":0.05761916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005996505,"about_ca_topic_score_gemma":0.01324536,"domain_scores_codex":[0.9403594,0.02494303,0.02226503,0.004076511,0.006330661,0.002025291],"domain_scores_gemma":[0.924179,0.03156941,0.01327464,0.008623911,0.01982833,0.002524688],"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":[0.006959536,0.0005623384,0.001042748,0.8997292,0.004317493,0.0008430287,0.002409674,0.001633528,0.001850187,0.005546052,0.03514042,0.03996591],"study_design_scores_gemma":[0.04686861,0.003348584,0.009779071,0.6593827,0.01608846,0.001097876,0.003104574,0.002840067,0.002923249,0.01696316,0.2367608,0.0008428827],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002724172,0.001160118,0.001544436,0.0002328844,0.0001491275,0.9928541,0.003378589,0.00008564325,0.0003227223],"genre_scores_gemma":[0.000247472,0.0006226535,0.003319821,0.00008901049,0.00001339203,0.9951361,0.00041599,0.000007578124,0.0001480031],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1071886,"threshold_uncertainty_score":0.5668742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2246423700278816,"score_gpt":0.4650108680430816,"score_spread":0.2403684980152,"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."}}