{"id":"W2908098180","doi":"10.1088/1757-899x/463/4/042003","title":"Estimation of Lighting in Steel-rolling Shops through Integral Characteristics of the Light Field","year":2018,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Point (geometry); Light source; Light field; Quarter (Canadian coin); Optics; Field (mathematics); Luminous flux; Argumentation theory; Computer vision; Computer science; Mathematics; Physics; Geometry; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021358,0.0002916633,0.0002798722,0.001089964,0.0001808466,0.0005256021,0.0002923791,0.0003424558,0.0007272003],"category_scores_gemma":[0.0006975959,0.0001612193,0.0003576569,0.0005612447,0.0002370503,0.0004402689,0.0003347448,0.0002414332,0.0002703593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147366,"about_ca_system_score_gemma":0.0002330703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00171216,"about_ca_topic_score_gemma":0.001249122,"domain_scores_codex":[0.9998193,0.00003452937,0.00000509046,0.0000456914,0.00006600232,0.00002935171],"domain_scores_gemma":[0.9997745,0.00008975604,0.00002759195,0.00002105081,0.00006385528,0.00002316712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001461927,0.0003240858,0.119391,0.0004323849,0.0001190349,0.0004861689,0.001226068,0.1754351,0.4089041,0.003724285,0.001155217,0.2873406],"study_design_scores_gemma":[0.00002615502,0.0002727156,0.1451097,0.00003087728,0.00005081606,0.0005920138,0.0006208465,0.7779936,0.07219505,0.001943184,0.001085152,0.00007994031],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7804152,0.0001562891,0.215355,0.00002757449,0.00001172746,0.00002550456,0.000145966,0.0004631205,0.003399469],"genre_scores_gemma":[0.9838189,0.00006407199,0.01569033,0.000003053598,0.000004504566,0.00000636728,0.000083534,0.00001627025,0.0003129711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00171216,"threshold_uncertainty_score":0.003404379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298088490686559,"score_gpt":0.229253284627766,"score_spread":0.2162723997209004,"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."}}