{"id":"W3159892126","doi":"10.1371/journal.pbio.3001177","title":"Epidemiology and reporting characteristics of preclinical systematic reviews","year":2021,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"Ottawa Hospital Anesthesia Alternate Funds Association; University of Ottawa","keywords":"Systematic review; Checklist; MEDLINE; External validity; Medicine; Biology; Psychology","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":[0.3024759,0.001817144,0.005751973,0.04098367,0.001842648,0.007168383,0.002869281,0.002917673,0.006838843],"category_scores_gemma":[0.7786234,0.002283184,0.009588762,0.05474317,0.002858136,0.008538322,0.006298644,0.002929437,0.001345608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008778055,"about_ca_system_score_gemma":0.01889935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007199971,"about_ca_topic_score_gemma":0.009897657,"domain_scores_codex":[0.336241,0.2144024,0.3759308,0.02444289,0.04584788,0.003134932],"domain_scores_gemma":[0.09739099,0.5994202,0.2351516,0.01912951,0.04715431,0.001753395],"domain_codex":"reporting","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":"reporting","study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.002353222,0.0002090888,0.3889928,0.4383502,0.03437443,0.0008423376,0.009416486,0.001157978,0.0007504637,0.006216451,0.01745548,0.09988113],"study_design_scores_gemma":[0.001545157,0.001337922,0.3598964,0.472969,0.03899921,0.004479831,0.01072406,0.001956007,0.001864875,0.01156938,0.0940565,0.0006017396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09667777,0.7082465,0.0436144,0.01493747,0.001270336,0.02764549,0.09833476,0.0004286792,0.008844536],"genre_scores_gemma":[0.5818663,0.2300937,0.04771726,0.01011045,0.0008033789,0.0882055,0.03900923,0.0004483547,0.00174588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6975241,"threshold_uncertainty_score":0.8601714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7087727053750081,"score_gpt":0.536475870919663,"score_spread":0.1722968344553452,"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."}}