{"id":"W4381390063","doi":"10.31548/veterinary1.2023.57","title":"Clinical and morphological features of mastocyte diagnosis in dogs","year":2023,"lang":"en","type":"article","venue":"Ukrainian journal of veterinary sciences","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mastocytoma; Medicine; Pathology; Biopsy; Skin biopsy; Histopathological examination; Skin tumours; Gross examination; Lipoma; Physical examination; Dermatology; Internal medicine","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":[0.004348662,0.0001075348,0.0005381829,0.0006157273,0.00006627131,0.00001669855,0.0003084128,0.0001179933,0.0001024801],"category_scores_gemma":[0.0009483778,0.00007421181,0.0001290964,0.0008007737,0.002030992,0.0001767469,0.0001932089,0.0004669791,0.000008424665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001868268,"about_ca_system_score_gemma":0.0002149361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007938746,"about_ca_topic_score_gemma":0.000002063614,"domain_scores_codex":[0.9979652,0.0003521476,0.0006767028,0.0002300669,0.0004613082,0.000314532],"domain_scores_gemma":[0.9985628,0.0007806141,0.0002215107,0.000126313,0.00009235054,0.0002164829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001244317,0.0002673292,0.934198,0.0000698162,0.00003599826,0.01600192,0.001570234,0.000009968227,0.01154504,0.00001717693,0.0005789745,0.03446126],"study_design_scores_gemma":[0.001336981,0.02665018,0.9423868,0.000225043,0.00001350909,0.02542099,0.0004718057,0.00006020168,0.00003953514,0.00009559328,0.003230253,0.00006909732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939026,0.0005901016,0.000002127315,0.004470001,0.0002578761,0.0001378826,0.000003340213,0.0000101537,0.0006259829],"genre_scores_gemma":[0.9936906,0.001135131,0.004789068,0.0001646568,0.000121622,0.000005233546,4.445516e-7,0.000005953307,0.00008731592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03439216,"threshold_uncertainty_score":0.7483273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2287509792596879,"score_gpt":0.4794740520844726,"score_spread":0.2507230728247847,"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."}}