{"id":"W4415221357","doi":"10.1093/af/vfaf035","title":"An animal interest approach method as a gateway to a one health educated pipeline","year":2025,"lang":"en","type":"article","venue":"Animal Frontiers","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gateway (web page); Pipeline (software); Default gateway; MEDLINE; Animal health","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":[],"consensus_categories":[],"category_scores_codex":[0.0008798038,0.000237472,0.0003832063,0.0003888352,0.0002271577,0.00008249428,0.0005239698,0.0001353496,0.0005055522],"category_scores_gemma":[0.00007314061,0.0002297045,0.00007693066,0.0009457479,0.00007734213,0.0001998894,0.00005477145,0.0002916937,0.0004181251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463474,"about_ca_system_score_gemma":0.0004089614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031303,"about_ca_topic_score_gemma":0.0001021421,"domain_scores_codex":[0.9976279,0.0003511901,0.0004051389,0.0007977017,0.0001719593,0.0006461001],"domain_scores_gemma":[0.9989405,0.00004683639,0.0001170374,0.0003916386,0.00008978643,0.0004142003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003231491,0.002327463,0.01340968,0.00005625346,0.0001436104,0.000008286162,0.01480852,0.00000912567,0.01450187,0.06767481,0.8365354,0.0472935],"study_design_scores_gemma":[0.002502889,0.0129552,0.6332992,0.0002675971,0.0002279502,0.0001744325,0.1020505,0.005992861,0.002828354,0.005836801,0.2318333,0.002030964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6907536,0.001031749,0.2170154,0.02661554,0.003309911,0.001228661,0.00007565772,0.0003121488,0.05965731],"genre_scores_gemma":[0.9263688,0.000009570575,0.05943135,0.005607996,0.0002992408,0.00008234831,0.0001060806,0.00002126352,0.008073352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6198895,"threshold_uncertainty_score":0.9367077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05888787232888995,"score_gpt":0.4066015215841626,"score_spread":0.3477136492552727,"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."}}