{"id":"W2756441386","doi":"10.11575/prism/25313","title":"Chemical Characteristics of Ambient Fine Particles in Calgary","year":2016,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":[0.0001399839,0.0003080166,0.0002580396,0.001488003,0.0008364366,0.0009462954,0.0003548304,0.0003101501,0.001181509],"category_scores_gemma":[0.0002140224,0.0001844334,0.0001881439,0.002201541,0.0002730266,0.0001569379,0.000421915,0.0003146512,0.0003763244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00256856,"about_ca_system_score_gemma":0.0007622797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3926824,"about_ca_topic_score_gemma":0.4308673,"domain_scores_codex":[0.9998291,0.000007490461,0.000008606262,0.00004851692,0.00006230249,0.00004396397],"domain_scores_gemma":[0.9998924,0.000007399357,0.00002116145,0.000004368861,0.00005200092,0.00002265132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002854426,0.0001079575,0.9333319,0.0001546482,0.0001506598,0.001068203,0.001798292,0.0008282148,0.01527333,0.0001048293,0.001796626,0.04509984],"study_design_scores_gemma":[0.000001761089,0.00001694701,0.9989464,0.000005580906,0.000006159005,0.00002633601,0.000222825,0.00003760466,0.0001389147,0.000006716409,0.0005884219,0.000002473847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934295,0.001412657,0.00007958735,0.00006309678,0.00002080064,0.00002719726,0.001282023,0.00001177963,0.00367322],"genre_scores_gemma":[0.9936109,0.001148961,0.0002309844,0.0001515344,0.00002260885,0.00001680344,0.001850897,0.000007461709,0.002959936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3926824,"threshold_uncertainty_score":0.7807935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546213154137121,"score_gpt":0.234995227576403,"score_spread":0.2195330960350317,"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."}}