{"id":"W2063784815","doi":"10.1100/tsw.2001.80","title":"Introduction to Maxxam All-Season Passive Sampling System and Principles of Proper Use of Passive Samplers in the Field Study","year":2001,"lang":"en","type":"review","venue":"The Scientific World JOURNAL","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; Maxxam (Canada)","funders":"","keywords":"Passive sampling; Sampling (signal processing); Environmental science; Field (mathematics); Meteorology; Computer science; Telecommunications; Statistics; Physics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004116689,0.0002258288,0.000604162,0.0002260373,0.0004455375,0.0003002254,0.0006457465,0.0000511752,0.00006331534],"category_scores_gemma":[0.0005770748,0.0001137738,0.0001482317,0.001226581,0.0002636334,0.0001757083,0.0003054424,0.0006027661,0.00001120096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002442798,"about_ca_system_score_gemma":0.00004465395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002268246,"about_ca_topic_score_gemma":0.0002237082,"domain_scores_codex":[0.9967809,0.0008364957,0.0008781089,0.0004096624,0.0007812213,0.0003135898],"domain_scores_gemma":[0.9977884,0.0006999783,0.0008587677,0.0005283967,0.00004417439,0.00008028279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003333249,0.000217038,0.002144035,0.001077363,0.0001179192,0.00001502894,0.008202646,0.002693394,0.00002745046,0.00007434563,0.004620917,0.9807765],"study_design_scores_gemma":[0.0001305507,0.0001508519,0.00150408,0.004463001,0.0003251813,0.0001600221,0.005356297,0.00007156407,0.00001380791,0.00001224131,0.9875981,0.0002143506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3709487,0.5863872,0.00224483,0.008736191,0.01514904,0.01525407,0.0001328307,0.0001038386,0.001043327],"genre_scores_gemma":[0.2876205,0.6619242,0.01076687,0.0002805571,0.01095729,0.0006792087,0.00005553955,0.0003312758,0.0273846],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9829772,"threshold_uncertainty_score":0.463956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1610148608882901,"score_gpt":0.3495795362845368,"score_spread":0.1885646753962467,"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."}}