{"id":"W4411793004","doi":"10.18280/ts.420317","title":"Real Time Disease Detection for Cattles and Pets and Tool for Veterinary Assistance and Farmers","year":2025,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Veterinary medicine; Zoonotic disease; Agricultural science; Veterinary drug; Business; Biotechnology; Disease; Biology; Medicine; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003657974,0.0005819857,0.000285851,0.0009384598,0.0002517529,0.0005571927,0.0003945455,0.0006124542,0.01186444],"category_scores_gemma":[0.0008992815,0.0002206726,0.0002476419,0.0002898691,0.0001151703,0.0005077597,0.0004254488,0.0002580234,0.002868188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002542885,"about_ca_system_score_gemma":0.0003418791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001650085,"about_ca_topic_score_gemma":0.003144849,"domain_scores_codex":[0.9997045,0.00007492139,0.00001495034,0.00008135991,0.00008902534,0.00003518645],"domain_scores_gemma":[0.9994624,0.0001876651,0.00008298114,0.00004691529,0.000147036,0.00007306784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001353726,0.0004639041,0.07509347,0.0008756943,0.00005954832,0.001015628,0.0006279328,0.003605693,0.1786278,0.0009481756,0.04640814,0.6909203],"study_design_scores_gemma":[0.0002503017,0.002447272,0.339399,0.001177501,0.0003426426,0.007280126,0.00331768,0.2196927,0.2356227,0.004741451,0.1853672,0.0003614552],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.543192,0.003377594,0.3676888,0.003713847,0.001127746,0.0009019873,0.01160663,0.02087592,0.04751553],"genre_scores_gemma":[0.8110762,0.001315934,0.1560682,0.0006563316,0.000198935,0.0003064974,0.003423537,0.0002062008,0.02674819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01186444,"threshold_uncertainty_score":0.03969055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161584065707551,"score_gpt":0.2512001193060117,"score_spread":0.2295842786489362,"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."}}