{"id":"W2007916116","doi":"10.2460/ajvr.73.2.248","title":"Evaluation of an alternative method of herd classification for infection with paratuberculosis in cattle herds in the United States","year":2012,"lang":"en","type":"article","venue":"American Journal of Veterinary Research","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Herd; Paratuberculosis; Veterinary medicine; Statistics; Confidence interval; Mathematics; Medicine; Mycobacterium; Tuberculosis","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":[],"consensus_categories":[],"category_scores_codex":[0.05592652,0.0004688346,0.0007297985,0.002093297,0.0004545128,0.00116052,0.001372435,0.001011856,0.00107126],"category_scores_gemma":[0.102275,0.0003370477,0.0006492495,0.001135988,0.0008117766,0.001185596,0.001032972,0.0007935532,0.0001286743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00287852,"about_ca_system_score_gemma":0.002577293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00990871,"about_ca_topic_score_gemma":0.009259755,"domain_scores_codex":[0.9599198,0.03172134,0.001302593,0.001266068,0.005491181,0.0002990399],"domain_scores_gemma":[0.9038073,0.06908387,0.007671411,0.003516097,0.01534083,0.0005803735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00281463,0.0008003614,0.8301679,0.0005261172,0.0006131676,0.0000586533,0.0007720489,0.02387107,0.00171158,0.001407988,0.0008273296,0.1364292],"study_design_scores_gemma":[0.0008439482,0.009710416,0.5725078,0.0002659435,0.0004166671,0.0002908438,0.0007426142,0.4070262,0.003729525,0.002014139,0.002352087,0.00009992046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335679,0.0005485773,0.06205599,0.0007147601,0.00006572466,0.000785747,0.0005701272,0.0001870617,0.001504106],"genre_scores_gemma":[0.920577,0.0001372717,0.07769331,0.0001817588,0.00003073107,0.0005345599,0.0005930569,0.00001258341,0.0002397236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05592652,"threshold_uncertainty_score":0.2957712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3097989376883474,"score_gpt":0.5391743537374193,"score_spread":0.2293754160490719,"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."}}