{"id":"W4387498503","doi":"10.5539/ep.v13n1p1","title":"Evaluating Light Pollution: An IES Model for Intervention Strategies","year":2023,"lang":"en","type":"article","venue":"Environment and Pollution","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Light pollution; TOPSIS; Analytic hierarchy process; Pollution; Computer science; Environmental pollution; Environmental science; Operations research; Mathematics; Environmental protection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004378568,0.001379263,0.0008320953,0.001830349,0.0004509711,0.002433037,0.001355606,0.001353206,0.005512008],"category_scores_gemma":[0.007690471,0.0003035632,0.001128277,0.001206944,0.001367045,0.002516871,0.001807772,0.001196925,0.0004110799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003383124,"about_ca_system_score_gemma":0.003120409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006871443,"about_ca_topic_score_gemma":0.004148158,"domain_scores_codex":[0.9957509,0.00256521,0.0001879909,0.0005039928,0.0006804683,0.0003113794],"domain_scores_gemma":[0.9972634,0.001768545,0.0003538152,0.00007474301,0.000403557,0.0001359111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001321932,0.0003337671,0.00842787,0.0003663509,0.0002166163,0.000225764,0.000957713,0.7898866,0.001111236,0.1348756,0.001269027,0.06219732],"study_design_scores_gemma":[0.00003953966,0.0003862629,0.002030327,0.0001308675,0.000119921,0.00007628625,0.0009651003,0.9406595,0.0006783063,0.05199809,0.002879311,0.00003653886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06520906,0.0004671798,0.8886911,0.002237786,0.00004139565,0.0008688254,0.0002855513,0.0002136795,0.04198547],"genre_scores_gemma":[0.8727657,0.0008134049,0.117801,0.0002004272,0.00002777575,0.00148734,0.0001802319,0.00002928853,0.006694885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006871443,"threshold_uncertainty_score":0.02454644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07117247576788116,"score_gpt":0.3510778581491812,"score_spread":0.2799053823813,"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."}}