{"id":"W7023243943","doi":"","title":"What Is Your Diagnosis?","year":2012,"lang":"en","type":"article","venue":"Murdoch Research Repository (Murdoch University)","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polyuria; Hypokalemia; Polydipsia; Blood pressure; Physical examination; Abdomen","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001865398,0.0003614415,0.00058505,0.001754461,0.001129568,0.0002452188,0.0008382732,0.0004620965,0.0009857995],"category_scores_gemma":[0.0002615977,0.0003714863,0.0003201887,0.002159704,0.001050866,0.002371267,0.0009695362,0.001849162,0.001194115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482177,"about_ca_system_score_gemma":0.0007723522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002538432,"about_ca_topic_score_gemma":0.000007216672,"domain_scores_codex":[0.993403,0.001184114,0.0003581893,0.0008493045,0.001982132,0.002223222],"domain_scores_gemma":[0.9951819,0.0006262872,0.00009692163,0.001374719,0.001076192,0.001643936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003624684,0.00478556,0.7195883,0.0007814293,0.001071347,0.02103354,0.006871778,0.000003179697,0.1207499,0.004283036,0.1029214,0.01428589],"study_design_scores_gemma":[0.003108348,0.0025122,0.08186365,0.0004410563,0.0001543766,0.00420884,0.009319527,0.00009032244,0.02346266,0.00004559163,0.8742158,0.0005775663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8922679,0.002543641,0.00003626772,0.004534269,0.001133728,0.001182763,0.000007534798,0.000219982,0.09807388],"genre_scores_gemma":[0.8356253,0.002235295,0.0005518786,0.0002576671,0.001075011,0.00003516519,0.00001773538,0.00007056978,0.1601314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7712945,"threshold_uncertainty_score":0.9999275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1586177652004763,"score_gpt":0.4075912839502325,"score_spread":0.2489735187497562,"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."}}