{"id":"W4386523774","doi":"10.1371/journal.pone.0288010","title":"Using refined methods to pick up mice: A survey benchmarking prevalence &amp; beliefs about tunnel and cup handling","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Control (management); Theory of planned behavior; Welfare; Benchmarking; Psychology; Normative; Medicine; Applied psychology; Computer science; Social psychology; Marketing; Artificial intelligence; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001706042,0.0002038062,0.000330502,0.0001623378,0.0002743764,0.00009481326,0.000198045,0.00006422796,0.00005006255],"category_scores_gemma":[0.002071727,0.0002073675,0.00003817016,0.0004699459,0.00005360796,0.0001335567,0.0003216503,0.0002099498,0.00006527045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004312497,"about_ca_system_score_gemma":0.00002931104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004922971,"about_ca_topic_score_gemma":0.00005793311,"domain_scores_codex":[0.9980577,0.0004459909,0.0003062086,0.0005181917,0.0002709109,0.000400974],"domain_scores_gemma":[0.9982326,0.001121223,0.0001227909,0.0002561816,0.0001281525,0.0001390645],"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":[0.000308721,0.0002119794,0.1044875,0.0007512654,0.0002088711,0.00003653816,0.003414063,0.00003542727,0.8857623,0.00002328854,0.00009463665,0.004665429],"study_design_scores_gemma":[0.0007050313,0.000836745,0.9500905,0.004543376,0.0001805733,0.00003783685,0.0001597592,0.03602468,0.0060924,0.0003240699,0.0002012699,0.0008037606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951517,0.0004454809,0.003445151,0.00005813914,0.0001076579,0.0002183437,0.00004503409,0.0002707474,0.0002577559],"genre_scores_gemma":[0.7074817,0.0001118574,0.2901283,0.00008282373,0.0002473476,0.00001969026,0.00002805133,0.00004524586,0.001855011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8796699,"threshold_uncertainty_score":0.8456201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6129570136343034,"score_gpt":0.4879415030547375,"score_spread":0.1250155105795659,"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."}}