{"id":"W4406536442","doi":"10.3390/math13020284","title":"Controlled Filtered Poisson Processes","year":2025,"lang":"en","type":"article","venue":"Mathematics","topic":"Distributed Sensor Networks and Detection Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Poisson distribution; Mathematics; Environmental science; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001883309,0.0009710848,0.001096346,0.001521123,0.0007192406,0.002038897,0.001892862,0.001861811,0.004764846],"category_scores_gemma":[0.008648732,0.0003983055,0.001349702,0.001334431,0.001441936,0.00220907,0.001033692,0.001390986,0.0005789447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001809784,"about_ca_system_score_gemma":0.001252337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008875871,"about_ca_topic_score_gemma":0.004134865,"domain_scores_codex":[0.9985961,0.0003744394,0.00007380085,0.0003131985,0.0004492129,0.0001931836],"domain_scores_gemma":[0.997271,0.001256459,0.0005468128,0.0002090107,0.0005676691,0.0001489436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001300642,0.00005637396,0.001182063,0.0001221708,0.0000723598,0.000309354,0.0001216971,0.1315526,0.004092823,0.8425854,0.002518057,0.01725708],"study_design_scores_gemma":[0.00007317754,0.0001054721,0.0006851312,0.0000380049,0.0000599879,0.0001843835,0.00005278799,0.7337798,0.002273384,0.2530619,0.009629695,0.00005627109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03274675,0.00100795,0.9569708,0.0004158836,0.0003381047,0.00012079,0.0005230499,0.0003454113,0.00753116],"genre_scores_gemma":[0.8746332,0.002333459,0.08940906,0.00047752,0.0006445749,0.0006619745,0.001116081,0.0001208497,0.03060326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008875871,"threshold_uncertainty_score":0.0176484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008907527543340876,"score_gpt":0.2409211018869572,"score_spread":0.2320135743436163,"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."}}