{"id":"W4235944269","doi":"10.5194/acpd-15-33789-2015","title":"Evaluation and application of multi-decadal visibility data for trend analysis of atmospheric haze","year":2015,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Haze; Visibility; Environmental science; Aerosol; Climatology; Meteorology; Atmospheric sciences; Geography; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004504566,0.0004559974,0.000359857,0.003158115,0.0002441816,0.001171031,0.0004682618,0.0003701648,0.0005573537],"category_scores_gemma":[0.007864669,0.0002624672,0.0007658551,0.001882846,0.0001072871,0.0008733203,0.001038895,0.0004542636,0.000145664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004969121,"about_ca_system_score_gemma":0.0007076298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01322867,"about_ca_topic_score_gemma":0.01595944,"domain_scores_codex":[0.9991294,0.0002831234,0.00008142679,0.0002086791,0.0002241994,0.0000732152],"domain_scores_gemma":[0.9967595,0.001076952,0.0004353799,0.0004193465,0.001121092,0.0001878183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004825355,0.0005190977,0.6399938,0.0002039046,0.0007047976,0.0001762532,0.0004491677,0.07170689,0.0130812,0.001473668,0.002225287,0.2689834],"study_design_scores_gemma":[0.00005909877,0.000327968,0.5021555,0.00003895094,0.00017162,0.00006251803,0.0003959894,0.4883158,0.005014381,0.0006537076,0.002755073,0.00004948513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484251,0.0003073025,0.04573652,0.0001429872,0.00005322698,0.0001181244,0.003355259,0.0007411598,0.001120351],"genre_scores_gemma":[0.9505843,0.0001106487,0.04446201,0.00001756019,0.00001823724,0.00006910564,0.004374628,0.00008140149,0.0002820799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01322867,"threshold_uncertainty_score":0.02630329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08253873598429375,"score_gpt":0.3385311786939097,"score_spread":0.255992442709616,"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."}}