{"id":"W4226053538","doi":"10.5281/zenodo.5719528","title":"Technical Summary: The AMAP Climate and Air Quality Emulator","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Environmental science; Air quality index; Quality (philosophy); Computer science; Meteorology; Geography; Physics","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001198369,0.0000868043,0.00009277217,0.00001791429,0.002133855,0.0002633832,0.0003959962,0.00004485268,0.004571035],"category_scores_gemma":[0.0006720191,0.00007288585,0.00003351766,0.0002969967,0.0002454823,0.0001406249,0.002012088,0.0002258151,0.002222292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009836145,"about_ca_system_score_gemma":0.000001063043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002916752,"about_ca_topic_score_gemma":0.000001155724,"domain_scores_codex":[0.9984882,0.0004086172,0.0001902394,0.0003184723,0.0003146426,0.0002798429],"domain_scores_gemma":[0.9993582,0.00005575011,0.0000618464,0.0003575041,0.00005189093,0.0001147482],"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":[0.0001331076,0.0004324516,0.002934784,0.0001641652,0.00004889126,0.00006355628,0.003989766,0.0005324953,0.06887433,0.01359379,0.2053212,0.7039114],"study_design_scores_gemma":[0.000189251,0.00005432514,0.04137733,0.00001877729,0.000007869446,0.00006886049,0.0005220657,0.0003127709,0.0007104009,0.000241302,0.9563591,0.000137964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7170359,0.0002039932,0.003147729,0.007374577,0.000288777,0.0005327524,0.0001955902,0.001487691,0.2697329],"genre_scores_gemma":[0.9978753,0.00006709016,0.0005473309,0.0002283094,0.0001072429,3.016884e-8,0.0001327871,0.0003296095,0.0007122851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7510378,"threshold_uncertainty_score":0.9991652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04621332928431206,"score_gpt":0.2784982680684822,"score_spread":0.2322849387841701,"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."}}