{"id":"W4321509669","doi":"10.21423/aabppro20207971","title":"Disease investigations","year":2020,"lang":"en","type":"article","venue":"American Association of Bovine Practitioners Conference Proceedings","topic":"Microbial infections and disease research","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Herd; Epidemiology; Disease; Medicine; Intensive care medicine; Environmental health; Veterinary medicine; Pathology","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":[0.000179636,0.0001160099,0.0002238346,0.0001007466,0.0001584915,0.00004515305,0.0001243159,0.00005542457,0.001106783],"category_scores_gemma":[0.002008827,0.0001227117,0.00008551861,0.0005443105,0.0002570383,0.0003760712,0.00005700839,0.000241452,0.000370026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009978826,"about_ca_system_score_gemma":0.0003034858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001540534,"about_ca_topic_score_gemma":0.000004334769,"domain_scores_codex":[0.999096,0.0000516588,0.0002795632,0.0002459427,0.00009834314,0.0002284516],"domain_scores_gemma":[0.9984049,0.0001072599,0.000586679,0.00006299026,0.0007030009,0.0001352287],"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":[0.0003584939,0.000322588,0.2033446,0.00009904313,0.000329,0.000001100213,0.001512367,0.00001018227,0.6501971,0.03013035,0.1117154,0.001979809],"study_design_scores_gemma":[0.00674874,0.002946133,0.1895814,0.0002839412,0.001070708,0.00001808037,0.01784615,0.001797904,0.1574934,0.004729178,0.6152346,0.002249768],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185926,0.0001054216,0.001028502,0.06986182,0.0001191815,0.0004237,0.0002431136,0.000226126,0.009399489],"genre_scores_gemma":[0.9975929,0.00009914126,0.0002118126,0.001109008,0.0000398812,0.00003661572,0.0001349577,0.00001108685,0.0007645925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5035192,"threshold_uncertainty_score":0.9998063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215885523615613,"score_gpt":0.2705423086056561,"score_spread":0.2483834533695,"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."}}