{"id":"W4304117489","doi":"10.1111/jvim.16541","title":"2022 ACVIM Forum Research Abstract Program","year":2022,"lang":"en","type":"article","venue":"Journal of Veterinary Internal Medicine","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; SickKids Foundation","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001141668,0.0001110693,0.0002162732,0.0004283157,0.00008579786,0.00001293762,0.0004270645,0.00003814344,0.00172564],"category_scores_gemma":[0.00009458154,0.00008818847,0.0000708877,0.0003469985,0.00008745251,0.0001144653,0.0001005845,0.001260924,0.0000105016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002553331,"about_ca_system_score_gemma":0.0000337367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001895673,"about_ca_topic_score_gemma":4.798028e-7,"domain_scores_codex":[0.9982685,0.00004666298,0.0004749913,0.00008763662,0.0008222082,0.0002999916],"domain_scores_gemma":[0.9993721,0.0001174047,0.00007815071,0.000134124,0.0001043618,0.0001938309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004391407,0.0005395332,0.0003739768,0.0005984656,0.0002818394,0.001840909,0.001811318,0.002081864,0.1245385,0.0001038069,0.4870576,0.380333],"study_design_scores_gemma":[0.001004421,0.01100175,0.006930642,0.0004457818,0.00002079285,0.005983153,0.002426354,0.004282521,0.0003801853,0.0004461255,0.9668919,0.0001863147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789113,0.003278124,0.000541963,0.004903579,0.00785953,0.0001548499,0.000005846671,0.0001091791,0.00423566],"genre_scores_gemma":[0.9977729,0.0002227368,0.0003738345,0.00007602625,0.001155536,0.00002926338,0.00000413601,0.00002685194,0.0003387286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4798343,"threshold_uncertainty_score":0.9991869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07104685809265407,"score_gpt":0.386113398754783,"score_spread":0.3150665406621289,"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."}}