{"id":"W2810147976","doi":"10.20546/ijcmas.2018.706.166","title":"Cytological, Histopathological and Immunohistohemical Study of Canine Melanoma","year":2018,"lang":"en","type":"article","venue":"International Journal of Current Microbiology and Applied Sciences","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Histopathology; Cytokeratin; Vimentin; Pathology; Fine needle aspiration cytology; Cytology; Immunohistochemistry; Palpation; Melanoma; Melanin; Medicine; Anatomy; Biology; Radiology","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":[0.0006136837,0.0000760824,0.0002815782,0.0001679105,0.00007826087,0.000008435327,0.000237556,0.00006277052,0.00007839074],"category_scores_gemma":[0.00008864301,0.00004777197,0.00002736663,0.00007301578,0.002215724,0.00003536332,0.0001594526,0.0002280313,0.000002058853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000292254,"about_ca_system_score_gemma":0.00008227061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.707649e-7,"about_ca_topic_score_gemma":0.000001991274,"domain_scores_codex":[0.9991739,0.00006619388,0.0003388585,0.0001688658,0.0001319133,0.000120249],"domain_scores_gemma":[0.9993533,0.0001132411,0.0002064194,0.00004626701,0.0002243503,0.000056406],"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":[0.0009346657,0.0006365261,0.0639922,0.000005365097,0.00004809771,0.000066552,0.0004594852,3.803842e-7,0.9299746,0.0004576205,0.0002363164,0.003188154],"study_design_scores_gemma":[0.02498024,0.114417,0.5782714,0.0004345193,0.0004376013,0.1637755,0.006543668,0.0001037269,0.07947824,0.002011171,0.02872177,0.0008252375],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977804,0.0008415345,0.00005067671,0.0004509104,0.0003932051,0.0001018634,0.000003538197,0.000003264641,0.0003745749],"genre_scores_gemma":[0.999056,0.00005356171,0.000664427,0.00006488658,0.0001427551,0.000001913261,0.000001363321,0.000001636619,0.00001343529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8504964,"threshold_uncertainty_score":0.8163925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07487371068869556,"score_gpt":0.4062989343270579,"score_spread":0.3314252236383624,"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."}}