{"id":"W1999193897","doi":"10.1371/journal.pone.0022478","title":"Survey of Canadian Animal-Based Researchers' Views on the Three Rs: Replacement, Reduction and Refinement","year":2011,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Council on Animal Care","funders":"","keywords":"Compromise; Animal welfare; Cornerstone; Principal (computer security); Psychology; Quality (philosophy); Medicine; Medical education; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06245952,0.0003805596,0.0006705131,0.002545707,0.01204214,0.004694338,0.002735433,0.003312687,0.002574295],"category_scores_gemma":[0.07438105,0.0008185437,0.0009297446,0.004100317,0.006021464,0.002239982,0.00548535,0.005549485,0.0003932532],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04315343,"about_ca_system_score_gemma":0.1042349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8642673,"about_ca_topic_score_gemma":0.9021969,"domain_scores_codex":[0.9522151,0.01779837,0.003483926,0.001472502,0.0197517,0.005278321],"domain_scores_gemma":[0.8543011,0.02893321,0.01558262,0.003209131,0.0711074,0.02686654],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008290966,0.0003510428,0.2344533,0.003446908,0.0002362072,0.001499164,0.5226059,0.0005808337,0.007359304,0.006918373,0.1059215,0.1157984],"study_design_scores_gemma":[0.0001040969,0.0005499317,0.1670319,0.001948592,0.0001103814,0.0004848093,0.5718422,0.000902699,0.0009258728,0.0009144275,0.2546814,0.0005037545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8600827,0.004278007,0.002933073,0.1001534,0.0006858343,0.00122263,0.002397392,0.0001351996,0.02811172],"genre_scores_gemma":[0.9508733,0.005481256,0.007663223,0.02706002,0.0001463676,0.000931786,0.0008098292,0.00008069609,0.006953619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9568466,"threshold_uncertainty_score":0.3303215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7514301645659789,"score_gpt":0.4046003839069799,"score_spread":0.346829780658999,"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."}}