{"id":"W3134475716","doi":"10.1111/jvim.15924","title":"RESEARCH COMMUNICATIONS OF THE 30th ECVIM-CA ONLINE CONGRESS","year":2020,"lang":"en","type":"article","venue":"Journal of Veterinary Internal Medicine","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council; Dogs Trust; Petplan Charitable Trust; Medical Research Council; Winn Feline Foundation","keywords":"Medicine; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004235549,0.00008197853,0.0002003438,0.00004605537,0.00005292057,0.000005564245,0.001323465,0.00005951996,0.00003665539],"category_scores_gemma":[0.0004493801,0.00004969561,0.0001115819,0.0001144185,0.0004525001,0.000004738975,0.0003416494,0.0004302358,0.000001196012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001235223,"about_ca_system_score_gemma":0.00007181548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004445716,"about_ca_topic_score_gemma":0.00001116819,"domain_scores_codex":[0.9988146,0.0002199249,0.0004584437,0.00009053967,0.0002996307,0.0001168545],"domain_scores_gemma":[0.9987346,0.00006494126,0.0002473705,0.0004434035,0.0004027201,0.0001069543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007693454,0.000140813,0.002592721,0.00004589279,0.00009804837,0.00002578892,0.0003240512,0.00001149614,0.9850501,0.00002492297,0.009945818,0.0009710276],"study_design_scores_gemma":[0.007134928,0.04213608,0.02281891,0.00266038,0.0001964705,0.002538847,0.003454745,0.001280132,0.2237033,0.0002356774,0.6934651,0.0003755065],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826576,0.002147953,0.0002648603,0.01338505,0.000559655,0.00006806307,0.00001888786,0.000001427214,0.0008964929],"genre_scores_gemma":[0.9967617,0.00101566,0.0005084269,0.0007661323,0.0007657902,6.891446e-7,0.000007190659,0.00001098533,0.0001634025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7613468,"threshold_uncertainty_score":0.2459348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.170248857545298,"score_gpt":0.4030903494952049,"score_spread":0.2328414919499069,"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."}}