{"id":"W2987736646","doi":"10.1161/strokeaha.119.026564","title":"Journal Initiatives to Enhance Preclinical Research: Analyses of <i>Stroke, Nature Medicine, Science Translational Medicine</i>","year":2019,"lang":"en","type":"review","venue":"Stroke","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Institut universitaire de cardiologie et de pneumologie de Québec; University of Calgary; Université Laval; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Blinding; Medicine; Checklist; Psychological intervention; Clinical study design; Alternative medicine; Clinical trial; Research design; Sample size determination; Stroke (engine); MEDLINE; Randomization; Translational research; Family medicine; Intervention (counseling); Translational medicine; Pathology; Psychology; Psychiatry","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":[0.44684,0.001968706,0.003742352,0.02603419,0.002914852,0.01130111,0.004417063,0.004514055,0.006572729],"category_scores_gemma":[0.7503967,0.001395589,0.008255932,0.03377059,0.007820442,0.01065668,0.01327491,0.004094118,0.0008140699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00938799,"about_ca_system_score_gemma":0.02591214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001461171,"about_ca_topic_score_gemma":0.00221074,"domain_scores_codex":[0.4496224,0.3571996,0.1016425,0.0130588,0.07210998,0.006366759],"domain_scores_gemma":[0.0412243,0.6887559,0.2074544,0.02193437,0.03475973,0.005871284],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.014326,0.002077166,0.4385439,0.1920975,0.02250198,0.0004918111,0.01631379,0.001420916,0.002059999,0.01247203,0.01990639,0.2777886],"study_design_scores_gemma":[0.003550367,0.009727394,0.8342673,0.04326983,0.02657822,0.0006231606,0.006464174,0.002291281,0.004022079,0.006603808,0.06225435,0.0003479672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4934588,0.3062978,0.06337976,0.05307355,0.00994351,0.03754133,0.01122704,0.00243669,0.02264158],"genre_scores_gemma":[0.8290811,0.01967919,0.0932212,0.01115673,0.00293357,0.04066348,0.001795654,0.0004299409,0.001039061],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5531601,"threshold_uncertainty_score":0.6821448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6721098819377948,"score_gpt":0.64953401185196,"score_spread":0.02257587008583473,"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."}}