{"id":"W4393168684","doi":"10.1002/ame2.12390","title":"Message from animal models and experimental medicine for 2024—Striving for excellence with distinctive features","year":2024,"lang":"en","type":"editorial","venue":"Animal Models and Experimental Medicine","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Medicine; Engineering ethics; Computer science; Psychology; Engineering; Epistemology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003639553,0.001197385,0.001548012,0.0001932816,0.0004974397,0.0001276498,0.0003902501,0.0005284455,0.0001138539],"category_scores_gemma":[0.0001844146,0.0008483359,0.0001446726,0.0001225879,0.001099221,0.0004501432,0.0004194182,0.000787487,0.000001798586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883135,"about_ca_system_score_gemma":0.00009373175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00230387,"about_ca_topic_score_gemma":0.00002536462,"domain_scores_codex":[0.9955249,0.00007868455,0.0007526372,0.001975668,0.0009129967,0.0007551248],"domain_scores_gemma":[0.9968418,0.001837722,0.0003717111,0.0003403949,0.0001973704,0.0004109588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0328794,0.0004379684,0.00001268272,0.001032911,0.0008945725,0.0003992654,0.02086098,0.00003218203,0.1665861,0.003361096,0.7729741,0.0005287214],"study_design_scores_gemma":[0.04929232,0.3291476,0.0001083481,0.0405036,0.004546749,0.0007293921,0.1313084,0.2695967,0.03827729,0.03479075,0.09220098,0.009497864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5205142,0.2508064,0.007894685,0.001534886,0.1964027,0.005971833,0.006346775,0.0008090214,0.009719515],"genre_scores_gemma":[0.8102618,0.0003766421,0.001919983,0.00008033705,0.1844819,0.0007448211,0.000599378,0.0002244612,0.001310635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6807731,"threshold_uncertainty_score":0.9993967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09497389903317996,"score_gpt":0.3972721582374155,"score_spread":0.3022982592042355,"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."}}