{"id":"W4223520062","doi":"10.2460/javma.20.06.0358","title":"Pathology in Practice","year":2022,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Medicine; Pathology; Psychology","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":[0.005191321,0.00007559717,0.0003992128,0.0001766789,0.0001111041,0.000005316236,0.0003548592,0.000054989,0.0003779601],"category_scores_gemma":[0.007059544,0.00005493753,0.0001502845,0.0006483902,0.0001343349,0.00009884561,0.0003909015,0.0016957,0.000009219286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001562548,"about_ca_system_score_gemma":0.0006517729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002654481,"about_ca_topic_score_gemma":0.00000153542,"domain_scores_codex":[0.9951996,0.002108171,0.0005081246,0.000111456,0.001816009,0.0002566961],"domain_scores_gemma":[0.99746,0.0009239701,0.001128095,0.0001711016,0.0001870923,0.0001297278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01898519,0.005352171,0.6890557,0.00006364188,0.000831564,0.07166963,0.002824983,0.0001625522,0.06123816,0.00008213747,0.04125262,0.1084816],"study_design_scores_gemma":[0.002979053,0.01961261,0.6250569,0.00004784306,0.0001091565,0.1466253,0.002312667,0.0002771801,0.00001509056,0.00006064128,0.2027979,0.0001056725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205042,0.0001017286,0.00001885167,0.07782316,0.0005383578,0.0001210521,0.000002129302,0.000006232947,0.0008843397],"genre_scores_gemma":[0.9911464,0.0001255066,0.0008508466,0.007132893,0.0002589139,0.00001495152,8.402185e-7,0.00001233671,0.0004573006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1615452,"threshold_uncertainty_score":0.8451443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654242240347646,"score_gpt":0.4030180926736168,"score_spread":0.3664756702701403,"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."}}