{"id":"W1571059734","doi":"10.1002/0471473332.ch37","title":"Data Acquisition Systems for Ambient Air Monitoring","year":2004,"lang":"en","type":"other","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Environment and Protected Areas","funders":"","keywords":"Environmental science; Computer science","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":[0.0006230675,0.00109676,0.0005153927,0.001277834,0.0005814584,0.001406005,0.001404128,0.0008872654,0.08301476],"category_scores_gemma":[0.001299349,0.0002944688,0.0002601336,0.001645572,0.0002887468,0.001405987,0.000843123,0.0008907363,0.03216619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006622706,"about_ca_system_score_gemma":0.0007665867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006139124,"about_ca_topic_score_gemma":0.00686424,"domain_scores_codex":[0.9995046,0.00007574307,0.0000322725,0.00009381348,0.0002523548,0.00004125406],"domain_scores_gemma":[0.9991809,0.0001235197,0.00003150409,0.000193036,0.0004142832,0.000056812],"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":[0.0002182519,0.0001310971,0.0007944559,0.0002446325,0.00002411288,0.0001046718,0.00007207137,0.001773534,0.009774046,0.01253896,0.4831714,0.4911529],"study_design_scores_gemma":[0.0001046535,0.00009277707,0.002072063,0.0001399271,0.00004433677,0.000209071,0.00003389787,0.02778608,0.01321055,0.006803004,0.9494663,0.00003730451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01008433,0.005884241,0.4411838,0.001929192,0.001656324,0.001036349,0.01258983,0.05429651,0.4713395],"genre_scores_gemma":[0.06186931,0.004613317,0.1998634,0.001116283,0.0008562979,0.0009222788,0.02760467,0.004493883,0.6986606],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08301476,"threshold_uncertainty_score":0.277712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06755120500521991,"score_gpt":0.3045762392388416,"score_spread":0.2370250342336217,"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."}}