{"id":"W4404473943","doi":"10.1111/vco.13030","title":"Peritumoral Edema in Canine Extra‐Axial Brain Tumours: Effect of Steroids","year":2024,"lang":"en","type":"article","venue":"Veterinary and Comparative Oncology","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Contouring; Medicine; Edema; Brain edema; Magnetic resonance imaging; Radiology; Nuclear medicine; Pathology; Surgery","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":[0.0007511998,0.0002454277,0.0009939143,0.0003592114,0.0000512219,0.00001571295,0.0001190156,0.0001781185,0.0002782896],"category_scores_gemma":[0.00005000356,0.0002003049,0.00009012416,0.0003291741,0.0006027138,0.0001335814,0.0001801261,0.0005289643,0.00003180016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001978054,"about_ca_system_score_gemma":0.0002847128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005845908,"about_ca_topic_score_gemma":0.0000409756,"domain_scores_codex":[0.9977146,0.0009026724,0.0003950429,0.0004501492,0.0001436135,0.0003939061],"domain_scores_gemma":[0.9986691,0.0008972343,0.00005042718,0.0001843492,0.0000424337,0.0001564718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.02214174,0.0008704152,0.04372638,0.001695981,0.0002726494,0.02248834,0.005802194,0.00001410339,0.8772012,0.001156588,0.00367945,0.02095094],"study_design_scores_gemma":[0.01666885,0.4982597,0.2876474,0.00146013,0.0002474599,0.08292148,0.002065238,0.008342827,0.006985189,0.000197695,0.0943697,0.0008343395],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880385,0.002211519,0.00003057065,0.002107832,0.0003369427,0.000649082,0.00001512371,0.00005125603,0.00655912],"genre_scores_gemma":[0.9981047,0.00004827827,0.0003655445,0.000115787,0.0001879719,0.000139237,0.00002090031,0.00001670214,0.001000861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.870216,"threshold_uncertainty_score":0.8168198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.112657910969317,"score_gpt":0.439418778313361,"score_spread":0.3267608673440439,"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."}}