{"id":"W2519608316","doi":"10.1177/1541931213601107","title":"A Practical Tool for Ambient Illumination Comparisons at Dusk/Dawn","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advantage Forensics (Canada)","funders":"","keywords":"Dusk; Visibility; Illuminance; Environmental science; Computer science; Sky; Contrast (vision); Cloud computing; Meteorology; Computer vision; Geography; Optics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003462744,0.0007915923,0.000676337,0.005425435,0.0008336719,0.001538981,0.0008963763,0.0005958762,0.01477757],"category_scores_gemma":[0.01597308,0.0003959768,0.0007515136,0.004535925,0.0002779602,0.001394353,0.001434298,0.0008440434,0.003277905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003780876,"about_ca_system_score_gemma":0.0005329971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002378579,"about_ca_topic_score_gemma":0.005710521,"domain_scores_codex":[0.9973794,0.000684818,0.0003770476,0.0005138214,0.0009192719,0.0001256472],"domain_scores_gemma":[0.990214,0.004295912,0.0009197898,0.001029418,0.003305884,0.0002349371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001290326,0.0007112522,0.08974387,0.001094285,0.0001601582,0.0003443254,0.002543298,0.00278153,0.04443987,0.004258573,0.02570906,0.8269234],"study_design_scores_gemma":[0.0002587626,0.00235713,0.6636208,0.0005849474,0.0003580984,0.00193712,0.005880924,0.04912558,0.09469087,0.005464233,0.1751112,0.0006102682],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1859093,0.0005513182,0.7350219,0.0002165233,0.0009751819,0.00198658,0.01103999,0.01505715,0.04924207],"genre_scores_gemma":[0.3751946,0.0002302616,0.612443,0.0001158088,0.00007741427,0.001711047,0.004194004,0.001395276,0.004638494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01477757,"threshold_uncertainty_score":0.04943591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796007094523411,"score_gpt":0.2709614760725928,"score_spread":0.2430014051273587,"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."}}