{"id":"W4244226728","doi":"10.2460/javma.255.11.1241","title":"Pathology in Practice","year":2019,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003528053,0.00008455042,0.0004730825,0.0001476521,0.0000253582,0.00000692261,0.0002805671,0.0001229117,0.0002399858],"category_scores_gemma":[0.00679808,0.00005531586,0.0001503696,0.0004537634,0.0001182294,0.0001534172,0.0001482592,0.001136418,0.0000930672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007844866,"about_ca_system_score_gemma":0.0004934624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001907634,"about_ca_topic_score_gemma":0.000001639674,"domain_scores_codex":[0.996816,0.0009930411,0.0005062837,0.0001168349,0.00130463,0.0002631554],"domain_scores_gemma":[0.9973486,0.0009954077,0.001036113,0.0002010326,0.0002805742,0.000138262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005117876,0.0010789,0.8968099,0.00005113547,0.0002973155,0.008149278,0.0005481714,0.00001162365,0.05169261,0.00002920017,0.004646923,0.03156712],"study_design_scores_gemma":[0.00251839,0.01058145,0.892177,0.0001607796,0.00006729602,0.04265041,0.0005962362,0.0001788934,0.00003213585,0.00003041973,0.05092665,0.00008034117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505128,0.00007220327,0.00001556132,0.0466094,0.0005734813,0.0001608959,7.04466e-7,0.000005990588,0.002048919],"genre_scores_gemma":[0.9929019,0.0002007919,0.00109737,0.004757611,0.0002668758,0.000003166026,4.494426e-7,0.0000121465,0.000759724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05166048,"threshold_uncertainty_score":0.8138427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803023327191858,"score_gpt":0.3974698640752793,"score_spread":0.3694396308033607,"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."}}