{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005965966,0.000106955,0.000191453,0.00004126049,0.0001062708,0.0000450992,0.0002624334,0.00004457796,0.000244029],"category_scores_gemma":[0.0001940551,0.00007743686,0.00001288658,0.0002631515,0.0004067721,0.0006587594,0.0001868195,0.00006255117,0.000004606085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005522936,"about_ca_system_score_gemma":0.00003678241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001337069,"about_ca_topic_score_gemma":0.00001930507,"domain_scores_codex":[0.9989301,0.00001418252,0.0003266309,0.0001668955,0.0002826152,0.0002795848],"domain_scores_gemma":[0.9996133,0.00002125904,0.0001376538,0.000167864,0.0000174386,0.00004246998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001680978,0.00001071576,0.005810739,0.0000450206,0.000001032023,3.096781e-7,0.002225417,0.00009602544,0.9891074,0.001060686,0.000003486821,0.001622304],"study_design_scores_gemma":[0.00006965836,0.0001052675,0.1597558,0.0001406622,0.00000319704,0.000002649357,0.0001514014,0.001528015,0.8378986,0.0001096536,0.0001503596,0.00008471979],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977441,0.000004883138,0.000354953,0.000411092,0.0003089932,0.0001107737,0.000003360297,0.000009987583,0.001051861],"genre_scores_gemma":[0.9985116,0.00002728007,0.001343758,0.00005180389,0.00003288975,0.00000342916,4.959055e-7,0.000005279455,0.00002349499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1539451,"threshold_uncertainty_score":0.3157783,"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."}}