{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003926662,0.000681845,0.0004688994,0.002086512,0.001576954,0.002658249,0.001885482,0.002911773,0.6634533],"category_scores_gemma":[0.006286148,0.0002549277,0.0003539737,0.0009356074,0.0005600402,0.001034589,0.002471204,0.001422217,0.315072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551277,"about_ca_system_score_gemma":0.004044843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002483943,"about_ca_topic_score_gemma":0.004418563,"domain_scores_codex":[0.9980501,0.0003574611,0.00008442516,0.000251245,0.0009723873,0.0002842952],"domain_scores_gemma":[0.9921373,0.001009822,0.0003879039,0.000441528,0.00375997,0.002263407],"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":[0.0002746487,0.0002725433,0.0007478514,0.0003661489,0.000004369054,0.00009601933,0.00003974533,0.00006365948,0.0009916727,0.001816948,0.8903998,0.1049266],"study_design_scores_gemma":[0.00004904475,0.0001718282,0.001973016,0.0002317157,0.0000031596,0.00007958281,0.0000383795,0.0001042343,0.0004766117,0.0005464133,0.9963206,0.000005438026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00474826,0.003720717,0.002270013,0.03395198,0.01790399,0.001460469,0.01382768,0.002351188,0.9197657],"genre_scores_gemma":[0.01657624,0.002124767,0.002528993,0.004728081,0.006439911,0.0005471492,0.009892707,0.000594861,0.9565673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6634533,"threshold_uncertainty_score":0.4800431,"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."}}