{"id":"W4313535514","doi":"10.1371/journal.pbio.3001932","title":"Identifying barriers and enablers to rigorous conduct and reporting of preclinical laboratory studies","year":2023,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Ottawa Public Health; University of Ottawa; Ottawa Hospital","funders":"Ottawa Hospital Anesthesia Alternate Funds Association; Canadian Institutes of Health Research; Canadian Anesthesiologists' Society; Government of Canada; Canadian Vascular Network; University of Ottawa","keywords":"Operationalization; Promotion (chess); Psychological intervention; Quality (philosophy); Medical education; Process management; Management science; Knowledge management; Psychology; Computer science; Medicine; Nursing; Business; Engineering; Political science","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":[0.0007292723,0.00008538397,0.0003302168,0.00007193235,0.00008420319,0.000007276499,0.00005484659,0.00004918357,0.000008276651],"category_scores_gemma":[0.009338617,0.00006928193,0.00001821394,0.0001327778,0.0002340185,0.0000405214,0.0002082486,0.0000913293,0.000007281796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007635215,"about_ca_system_score_gemma":0.00002030445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003033758,"about_ca_topic_score_gemma":0.000005399322,"domain_scores_codex":[0.9988726,0.0001262276,0.00050841,0.0002822831,0.00004278958,0.0001677081],"domain_scores_gemma":[0.9988064,0.0005903459,0.0003516916,0.00009683191,0.00008169062,0.00007300096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002034341,0.00001988667,0.4698097,0.0003021437,0.0003693117,0.0002178625,0.00604131,0.000001469407,0.5203366,0.0004116353,0.0004442543,0.001842446],"study_design_scores_gemma":[0.003744984,0.0227633,0.7220952,0.002498171,0.0005507889,0.0005809297,0.1188831,0.001486511,0.09526021,0.02328312,0.006471909,0.0023818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984752,0.0009116216,0.000003486332,0.0001603994,0.0001116163,0.00009086463,0.00002067922,0.00009756421,0.0001285592],"genre_scores_gemma":[0.998847,0.0001562531,0.000770286,0.00007771728,0.00005958823,0.00001279364,0.000002490174,0.000009524098,0.0000643329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4250764,"threshold_uncertainty_score":0.9990062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6690413692566836,"score_gpt":0.5458591954969654,"score_spread":0.1231821737597182,"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."}}