{"id":"W3178052628","doi":"10.3390/ani11072031","title":"Developing Recommendations for Cumulative Endpoints and Lifetime Use for Research Animals","year":2021,"lang":"en","type":"review","venue":"Animals","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Brock University","funders":"","keywords":"Welfare; Diversity (politics); Cumulative effects; Psychology; Public economics; Business; Risk analysis (engineering); Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.07231756,0.001633727,0.002726612,0.008263075,0.001102471,0.003942258,0.006165377,0.006673358,0.007021234],"category_scores_gemma":[0.1122291,0.001245666,0.00317939,0.006829179,0.002929608,0.007560214,0.002761094,0.006425362,0.006583073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003568696,"about_ca_system_score_gemma":0.02049028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007884175,"about_ca_topic_score_gemma":0.01421214,"domain_scores_codex":[0.9625779,0.01763082,0.008749772,0.001314833,0.009062048,0.0006646503],"domain_scores_gemma":[0.8815633,0.07494973,0.01314567,0.004066877,0.02485213,0.001422353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001147067,0.0001759831,0.0009010672,0.1230071,0.0002702179,0.0002654412,0.001257929,0.0004963187,0.001580894,0.02224896,0.1318387,0.7178426],"study_design_scores_gemma":[0.00003354915,0.00006710346,0.001179645,0.1395438,0.0004530296,0.0002284902,0.0006512751,0.0000864555,0.0005433805,0.005579043,0.8515899,0.00004443197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001076976,0.8913659,0.02426142,0.04008528,0.006973498,0.00386342,0.002801909,0.0004752293,0.0290964],"genre_scores_gemma":[0.00427968,0.8953475,0.0739712,0.01257719,0.0005210707,0.004707039,0.002021712,0.0001244278,0.006450102],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07231756,"threshold_uncertainty_score":0.3824564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7688404128603821,"score_gpt":0.6071185971294955,"score_spread":0.1617218157308866,"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."}}