{"id":"W2150171299","doi":"10.1177/1477153513505758","title":"Applied scotobiology in luminaire design","year":2013,"lang":"en","type":"article","venue":"Lighting Research & Technology","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Light pollution; Creatures; Artificial light; Darkness; Brightness; Nocturnal; GLARE; Night sky; Blue light; Human health; Ecology; Environmental science; Natural (archaeology); Optics; Geography; Biology; Illuminance; Physics; Environmental health; Astronomy; Chemistry; Archaeology","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":[0.001887428,0.0006137897,0.0003465939,0.0005457634,0.0004682216,0.001478427,0.001204694,0.0008277759,0.01046745],"category_scores_gemma":[0.004046847,0.0005316586,0.0005797416,0.0005297041,0.0009837938,0.00100792,0.001348686,0.0008559471,0.002132919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007955794,"about_ca_system_score_gemma":0.0009133014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009237,"about_ca_topic_score_gemma":0.001351169,"domain_scores_codex":[0.9986129,0.0004867307,0.0001107804,0.0002337414,0.0004478843,0.0001079421],"domain_scores_gemma":[0.9982034,0.0006513589,0.0002056245,0.0003834821,0.0004702373,0.00008584737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00141004,0.0005773467,0.005660449,0.00125322,0.00007327096,0.000915516,0.001147901,0.04474597,0.4167269,0.112129,0.004643288,0.4107171],"study_design_scores_gemma":[0.0004074998,0.006425377,0.01087349,0.0003893265,0.000250138,0.003299404,0.0005977264,0.2502267,0.4117632,0.03863189,0.2768402,0.000295112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05716395,0.0004049057,0.9119582,0.0003409749,0.0002147313,0.0008015459,0.0001459071,0.001329573,0.02764027],"genre_scores_gemma":[0.3026427,0.0004290433,0.680909,0.0002983437,0.0000423891,0.0007685676,0.0001311833,0.0003193502,0.01445937],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01046745,"threshold_uncertainty_score":0.03501707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04376135809107996,"score_gpt":0.3188467831955856,"score_spread":0.2750854251045056,"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."}}