{"id":"W621621560","doi":"","title":"Lights, control, action","year":2013,"lang":"en","type":"article","venue":"Airports international","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Aeronautics; Control (management); Transport engineering; Engineering; Operations management; Business; Computer science; Artificial intelligence; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001128307,0.00008169636,0.00006547555,0.0000263911,0.00007486805,0.00003379588,0.0001533359,0.00004125477,0.07644136],"category_scores_gemma":[0.00001148426,0.00006897741,0.00003836803,0.00003032802,0.00006068801,0.0005311969,0.00004505254,0.00007738557,0.008181451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002007871,"about_ca_system_score_gemma":0.000005643815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004290359,"about_ca_topic_score_gemma":0.00003052515,"domain_scores_codex":[0.9991241,0.00001247141,0.0001568438,0.0001612212,0.0003400605,0.0002053224],"domain_scores_gemma":[0.9996652,0.00001512134,0.00008168978,0.0001189331,0.000004780882,0.0001142682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000115992,0.0001303148,0.8873042,0.000001387634,0.00002178489,0.000006456923,0.0000982888,0.00008556254,0.003550906,0.0007298891,0.08597779,0.0220818],"study_design_scores_gemma":[0.0002336122,0.00002538026,0.8034886,0.00000217665,0.000002942225,0.000009463816,0.00001337498,0.0003711896,0.0003425554,0.001293029,0.1941371,0.00008068247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.806092,0.000007285864,0.001084936,0.007289582,0.0008455678,0.0002003176,0.000002769299,0.0000554642,0.1844221],"genre_scores_gemma":[0.9878218,0.00002020027,0.0004212128,0.00179619,0.0001810568,0.00002356157,0.00001359374,0.000008235294,0.009714168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1817298,"threshold_uncertainty_score":0.9925908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127707779913192,"score_gpt":0.2450458630356873,"score_spread":0.2337687852365553,"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."}}