{"id":"W4405060040","doi":"10.22456/1679-9216.134166","title":"Canine Mammary Tumors - Breed, Age and Malignant Characteristics as Risk Factors","year":2024,"lang":"en","type":"article","venue":"ACTA SCIENTIAE VETERINARIAE","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pathology; Mammary gland; Carcinosarcoma; Myoepithelial cell; Mammary tumor; Neoplasm; Carcinoma; Medicine; Cancer; Fibrosarcoma; Biology; Breast cancer; Internal medicine; Immunohistochemistry","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":[0.0007442861,0.0003486336,0.0005201743,0.0005439091,0.0002900182,0.0003920956,0.0003522845,0.0001884058,0.0004389442],"category_scores_gemma":[0.0003035181,0.0002836883,0.0001344513,0.0006680334,0.0005027699,0.0004055863,0.0006797788,0.0006105605,0.0001675005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613084,"about_ca_system_score_gemma":0.0003917743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004523899,"about_ca_topic_score_gemma":0.00001223885,"domain_scores_codex":[0.9972162,0.0001523308,0.000415795,0.0009035046,0.0005671741,0.0007449784],"domain_scores_gemma":[0.9984288,0.0001839817,0.00008711359,0.0006868428,0.00008950966,0.0005237882],"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":[0.0007250847,0.0004245808,0.05044492,0.001073716,0.000564029,0.07384169,0.002478458,5.62282e-7,0.8508406,0.001263988,0.005417224,0.01292512],"study_design_scores_gemma":[0.00178793,0.01006969,0.7743211,0.0008700347,0.0004027364,0.03812506,0.0004604198,0.001962011,0.001026607,0.0004425745,0.169608,0.0009238728],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933826,0.0003813863,0.00009894007,0.001434745,0.001070704,0.0005205019,0.0001289942,0.0002800544,0.002702019],"genre_scores_gemma":[0.9927083,0.0003094437,0.001067745,0.0001705176,0.0001811419,0.00003285472,0.0001196481,0.00006336984,0.005347034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.849814,"threshold_uncertainty_score":0.9999616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03566285954577362,"score_gpt":0.3255505034807145,"score_spread":0.2898876439349409,"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."}}