{"id":"W7002431298","doi":"","title":"New handbook will help designers make better lighting choices","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Power (physics); Focus (optics); Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001111215,0.0001233676,0.0001696178,0.0002277779,0.0003087408,0.0006230342,0.0006339373,0.00006784464,0.005293363],"category_scores_gemma":[0.0004311204,0.00008724903,0.00007867317,0.0008426643,0.00005341092,0.0006440691,0.0001720046,0.0001442206,0.001441892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000467501,"about_ca_system_score_gemma":0.0001675851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001060764,"about_ca_topic_score_gemma":0.0002987165,"domain_scores_codex":[0.9973333,0.0001574962,0.0003651889,0.0004013918,0.001336888,0.0004057085],"domain_scores_gemma":[0.998583,0.0003772003,0.0001057585,0.0004029851,0.0003019558,0.0002291535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000253979,0.00004101931,0.0145836,0.000003170877,0.00002187305,0.0001057094,0.001086053,0.00003611889,0.08504834,0.001443029,0.4364917,0.4608854],"study_design_scores_gemma":[0.001153475,0.0005720148,0.006153374,0.00009048067,0.00001341988,0.00005035859,0.001734513,0.004688944,0.03289338,0.1986255,0.7535403,0.0004843008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3560243,0.0003343812,0.1043604,0.03087766,0.0008024945,0.0005033484,0.000008456063,0.0001362383,0.5069527],"genre_scores_gemma":[0.7862818,0.00001899024,0.01450699,0.001034255,0.001363531,0.00002350439,0.000005495772,0.00001999498,0.1967454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4604011,"threshold_uncertainty_score":0.9993356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07011559633723304,"score_gpt":0.3795826554022116,"score_spread":0.3094670590649786,"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."}}