{"id":"W4285402669","doi":"10.1136/bmjopen-2022-063372","title":"Database quality assessment in research in paramedicine: a scoping review protocol","year":2022,"lang":"en","type":"review","venue":"BMJ Open","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"University of Manitoba","keywords":"Medicine; Protocol (science); Quality assessment; Quality (philosophy); Health services research; Database; Public health; Alternative medicine; Nursing; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2248462,0.005499817,0.01130317,0.02392614,0.006694582,0.01189579,0.007464501,0.01210282,0.0725126],"category_scores_gemma":[0.1819685,0.006750951,0.01067109,0.02450271,0.0080466,0.01316942,0.01040955,0.01054737,0.02294906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01893339,"about_ca_system_score_gemma":0.1210029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004361436,"about_ca_topic_score_gemma":0.008127326,"domain_scores_codex":[0.8627118,0.06356037,0.04853936,0.006947345,0.01349272,0.004748486],"domain_scores_gemma":[0.8201964,0.06268728,0.02541989,0.01695682,0.06569584,0.009043764],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009790991,0.001779942,0.002669708,0.6072611,0.001279413,0.002197976,0.02260106,0.003642453,0.004335489,0.03280683,0.1274019,0.184233],"study_design_scores_gemma":[0.01740898,0.002391759,0.008065811,0.4290611,0.001646104,0.0009665773,0.01060672,0.003075307,0.003424588,0.0235962,0.4990391,0.0007177275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002264799,0.0004197558,0.001902145,0.000422802,0.000139513,0.9946202,0.001450379,0.00005872227,0.0007600713],"genre_scores_gemma":[0.0002253292,0.0004403371,0.004293948,0.0001220501,0.00001966038,0.9944264,0.000301449,0.000007746582,0.0001630603],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7751538,"threshold_uncertainty_score":0.9559026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9203990540963959,"score_gpt":0.8284163693273969,"score_spread":0.09198268476899896,"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."}}