{"id":"W2026378886","doi":"10.1007/s00477-007-0166-6","title":"Towards generic real-time mapping algorithms for environmental monitoring and emergency detection","year":2007,"lang":"en","type":"article","venue":"Stochastic Environmental Research and Risk Assessment","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computational intelligence; Computer science; Algorithm; Data mining; Artificial intelligence","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":[0.003820054,0.001310691,0.001580468,0.001382351,0.0005287082,0.001906062,0.003090412,0.002038019,0.001455379],"category_scores_gemma":[0.01140187,0.0008913399,0.001603988,0.001431464,0.0007737258,0.002442573,0.002067797,0.001935532,0.0009147535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208,"about_ca_system_score_gemma":0.001524325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003698976,"about_ca_topic_score_gemma":0.004214415,"domain_scores_codex":[0.9987073,0.0003638353,0.000141652,0.000335651,0.0003393608,0.0001122389],"domain_scores_gemma":[0.9961732,0.00148371,0.000324048,0.0007280498,0.001164974,0.0001260286],"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":[0.0001858973,0.0001319699,0.001908169,0.0001851906,0.0001272108,0.00007855865,0.0001438261,0.6821535,0.008046643,0.01964207,0.003328935,0.2840681],"study_design_scores_gemma":[0.00001129548,0.00001445488,0.0001401296,0.000006796934,0.00001304406,0.0000277374,0.00001257139,0.9891657,0.001894149,0.0075644,0.001143245,0.000006443345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001933252,0.00005105543,0.9970351,0.0000354361,0.00001322974,0.00001832166,0.00003482808,0.0007628805,0.0001158941],"genre_scores_gemma":[0.07585409,0.0001570424,0.9225341,0.00009426196,0.00003683738,0.0001374928,0.0003662734,0.0002017245,0.0006181473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003820054,"threshold_uncertainty_score":0.02020258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03680605556599701,"score_gpt":0.3628839576820044,"score_spread":0.3260779021160073,"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."}}