{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002293049,0.0001005035,0.001256949,0.00002121127,0.00003217367,0.000001691521,0.00007436216,0.00009775351,0.00004304163],"category_scores_gemma":[0.09313958,0.00007205286,0.00008633438,0.00004630919,0.000137131,0.00001668004,0.0001231532,0.000138523,0.00002070465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006134629,"about_ca_system_score_gemma":0.00001896131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008409648,"about_ca_topic_score_gemma":8.500079e-7,"domain_scores_codex":[0.9959973,0.001403842,0.002120975,0.0002870115,0.00002394951,0.0001669605],"domain_scores_gemma":[0.9936135,0.003591877,0.002421919,0.000239063,0.0000881867,0.0000454619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007237425,0.0001741288,0.9154329,0.02031356,0.0001758672,0.0001798426,0.0002428582,3.268853e-8,0.05599356,0.004800963,0.00004955995,0.002564291],"study_design_scores_gemma":[0.00113429,0.007165703,0.9190983,0.03419272,0.00087347,0.00651935,0.0005091741,0.003523372,0.004079589,0.01859029,0.003075826,0.001237892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927483,0.005887748,0.0002279972,0.0001382148,0.000116589,0.0002068311,0.00001204945,0.00003236479,0.0006298709],"genre_scores_gemma":[0.9943049,0.0006290233,0.004584122,0.0001745496,0.00011828,0.00002882729,0.00001826422,0.000007956473,0.000134099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09084653,"threshold_uncertainty_score":0.9144993,"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."}}