{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008313789,0.001062637,0.0007429941,0.001802163,0.0006618044,0.003848179,0.0009793115,0.001784071,0.4050181],"category_scores_gemma":[0.002101806,0.0002879759,0.0005671459,0.00104157,0.0005553058,0.001390596,0.002226652,0.001579838,0.3001584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009206263,"about_ca_system_score_gemma":0.001098055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001349464,"about_ca_topic_score_gemma":0.001848972,"domain_scores_codex":[0.9992917,0.00009754636,0.00005918709,0.0001609388,0.0002829629,0.0001077605],"domain_scores_gemma":[0.9989907,0.0001454703,0.00008681748,0.0001286108,0.0003957397,0.0002526674],"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":[0.0001878611,0.0001014927,0.0009431722,0.0004030632,0.00002188918,0.0003313305,0.00004895363,0.0001208465,0.001347404,0.002270188,0.7995346,0.1946892],"study_design_scores_gemma":[0.000006924304,0.00001858581,0.0006893468,0.0001296625,0.000003012553,0.0001964211,0.00001932774,0.00004509077,0.0001766992,0.0001636722,0.9985479,0.000003462349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005892165,0.0409405,0.002046327,0.01440921,0.06768284,0.0002026102,0.004285229,0.001389668,0.8631516],"genre_scores_gemma":[0.01301171,0.01714906,0.001690287,0.003104869,0.009516441,0.0001228741,0.002874225,0.0005430614,0.9519874],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4050181,"threshold_uncertainty_score":0.8486695,"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."}}