{"id":"W4407723260","doi":"10.31223/x54q65","title":"PoMELO Passive Blind Test Results: Emissions detection and quantification","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Environmental science; Computer science; Geology","routes":{"ca_aff":false,"ca_fund":false,"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":[0.005090819,0.001575642,0.0008353159,0.001532904,0.000726804,0.00114014,0.0017011,0.001659177,0.009717081],"category_scores_gemma":[0.01102138,0.0006001762,0.0006637938,0.0008919112,0.0008616885,0.001175651,0.001223183,0.0006916974,0.002951131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006773427,"about_ca_system_score_gemma":0.0008586461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002905529,"about_ca_topic_score_gemma":0.004116946,"domain_scores_codex":[0.9915859,0.001234386,0.0005224629,0.001680222,0.004547525,0.0004295204],"domain_scores_gemma":[0.9895936,0.002672859,0.00111435,0.001118927,0.005145201,0.0003550086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01131017,0.003843923,0.07710312,0.001444262,0.0003850481,0.0006600745,0.0009265109,0.005005641,0.7366238,0.001513285,0.01833539,0.1428488],"study_design_scores_gemma":[0.0004658677,0.005672398,0.06810716,0.00008317359,0.0002428398,0.000743233,0.0002586264,0.03045579,0.8754808,0.0006634849,0.0176287,0.0001978296],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6536621,0.0008094084,0.2989499,0.0003773767,0.000835237,0.004722415,0.006835101,0.009989623,0.0238187],"genre_scores_gemma":[0.793131,0.000429021,0.1631955,0.001158863,0.0001494734,0.003345107,0.005514412,0.00145001,0.03162673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009717081,"threshold_uncertainty_score":0.03250688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04497642479334817,"score_gpt":0.3027213750081725,"score_spread":0.2577449502148244,"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."}}