{"id":"W4213449612","doi":"10.1111/vcp.13052","title":"What is your diagnosis? Ileal lesion in a Labrador Retriever puppy","year":2022,"lang":"en","type":"article","venue":"Veterinary Clinical Pathology","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Queen (butterfly); Medicine; Puppy; Veterinary medicine; Library science; General surgery; Philosophy; Biology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002722288,0.0002683977,0.0009577988,0.0003836742,0.0002018623,0.0000235661,0.0004470838,0.0004249346,0.004573719],"category_scores_gemma":[0.0007038654,0.0002666189,0.0003068832,0.0006259539,0.0005134321,0.000267938,0.001570738,0.002121842,0.0003660779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002696766,"about_ca_system_score_gemma":0.0002163156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002624518,"about_ca_topic_score_gemma":0.000005322499,"domain_scores_codex":[0.9944326,0.002173935,0.001108863,0.001037945,0.0004822488,0.0007643755],"domain_scores_gemma":[0.997478,0.001094834,0.0001817636,0.0008599915,0.0000748686,0.0003105057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01725586,0.006677866,0.6386239,0.0001922784,0.000105008,0.1880562,0.001857011,0.000008477615,0.01542063,0.00004516159,0.02346831,0.1082893],"study_design_scores_gemma":[0.007993151,0.06318015,0.7164837,0.0001002593,0.00005416771,0.03436644,0.001426986,0.0002234394,0.00004000966,0.0003404042,0.1753877,0.0004035192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780514,0.001050412,0.000009912705,0.0172907,0.0022948,0.000805758,0.00003694653,0.00009247471,0.0003676656],"genre_scores_gemma":[0.9831007,0.002312201,0.001020295,0.00997935,0.0003372089,0.0005689812,0.00005823358,0.00006126485,0.002561726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1536898,"threshold_uncertainty_score":0.9999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2647134650393878,"score_gpt":0.495860759645478,"score_spread":0.2311472946060902,"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."}}