{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6415501,0.001309925,0.001689165,0.006937791,0.006327837,0.0113284,0.005265506,0.003627628,0.002083903],"category_scores_gemma":[0.732469,0.002360052,0.001602537,0.00614062,0.01072183,0.0101296,0.01377787,0.006773507,0.0007709783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01023849,"about_ca_system_score_gemma":0.04245718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006293265,"about_ca_topic_score_gemma":0.007068054,"domain_scores_codex":[0.243777,0.5724164,0.1039243,0.01001583,0.05987957,0.00998703],"domain_scores_gemma":[0.1044968,0.635748,0.09608461,0.05889951,0.0983497,0.006421404],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001233687,0.000769929,0.1109355,0.016259,0.000398574,0.00192158,0.5053132,0.003119742,0.01736934,0.03855387,0.01099254,0.2931331],"study_design_scores_gemma":[0.0006500448,0.004176073,0.1432285,0.03913574,0.0005369289,0.002057467,0.3560791,0.01656072,0.03040092,0.1055989,0.3002911,0.001284626],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4267726,0.006858575,0.4088858,0.09215015,0.001319558,0.04020221,0.001244325,0.001461636,0.02110524],"genre_scores_gemma":[0.7270148,0.002504933,0.227512,0.007044526,0.0003893855,0.03336436,0.000488315,0.0002284994,0.001453069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3584499,"threshold_uncertainty_score":0.4420326,"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."}}