{"id":"W7067216700","doi":"","title":"Machine Learning for Disease Outbreak Detection Using Probabilistic Models","year":2014,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Probabilistic logic; Context (archaeology); Perspective (graphical)","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.004831459,0.001244614,0.001802611,0.002786184,0.0007303993,0.002276352,0.002455762,0.001821185,0.003901603],"category_scores_gemma":[0.01810424,0.001051384,0.00228679,0.00215898,0.0006657004,0.002677973,0.001686719,0.002808042,0.001140152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001643269,"about_ca_system_score_gemma":0.001951916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01123836,"about_ca_topic_score_gemma":0.008000068,"domain_scores_codex":[0.99782,0.0009844635,0.0001631988,0.0004888395,0.0003329268,0.0002105735],"domain_scores_gemma":[0.9863417,0.01172994,0.0006577168,0.0005146989,0.0005698142,0.0001861673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001667581,0.0001315965,0.004320648,0.0001824743,0.000187727,0.00009241359,0.00005749396,0.8977781,0.0003657919,0.009616791,0.002566708,0.08453347],"study_design_scores_gemma":[0.000004657646,0.000009056929,0.0001471331,0.000005995789,0.000005920197,0.00001109675,0.000004120719,0.9936346,0.00007036824,0.005864428,0.0002384451,0.000004152642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02349948,0.002013396,0.9678179,0.001322487,0.0001630653,0.0001278432,0.0007429703,0.002261094,0.002051808],"genre_scores_gemma":[0.7165494,0.002603314,0.2684164,0.0005431358,0.0006534355,0.0006237668,0.003344925,0.0002768363,0.006988739],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01123836,"threshold_uncertainty_score":0.0255515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391922722686148,"score_gpt":0.2347309074748722,"score_spread":0.2208116802480107,"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."}}