{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001409157,0.00009789028,0.0002219258,0.00007061171,0.00009070832,0.0002183443,0.0003961698,0.0000450835,0.00001669223],"category_scores_gemma":[0.0002285009,0.00007764294,0.00005410159,0.0005660285,0.00001622354,0.0001139971,0.0000868455,0.00006820868,0.00004420878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798223,"about_ca_system_score_gemma":0.0000543799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001526552,"about_ca_topic_score_gemma":0.000002207819,"domain_scores_codex":[0.9992793,0.0000166497,0.0002378203,0.0001624169,0.0001405106,0.0001633036],"domain_scores_gemma":[0.9992036,0.0001957442,0.00008031843,0.0003498594,0.0001330925,0.0000373976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007163927,0.001257282,0.00005462156,0.001137274,0.0003501559,0.00004644539,0.00184631,0.002234045,0.0005049408,0.8503072,0.06773994,0.07445013],"study_design_scores_gemma":[0.0030128,0.00006103549,0.00003983977,0.0001682407,0.00003157251,0.00001600293,0.0001250645,0.8701998,0.003967705,0.09932022,0.02279648,0.0002612365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001307953,0.0001491101,0.9756833,0.0007817656,0.0003227864,0.0002113419,0.000002351999,0.0002823713,0.02125899],"genre_scores_gemma":[0.7329414,0.00006840783,0.2483234,0.001414221,0.0001399954,0.0001377446,0.000007814487,0.00002058615,0.01694639],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8679658,"threshold_uncertainty_score":0.3166187,"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."}}