{"id":"W2003852626","doi":"10.1117/12.2060412","title":"Light valve based on nonimaging optics with potential application in cold climate greenhouses","year":2014,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Light effects on plants","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Transmittance; Sunlight; Greenhouse; Thermal insulation; Optics; Thermal; Materials science; Nonimaging optics; Solar energy; Irradiance; Optoelectronics; Environmental science; Physics; Engineering; Electrical engineering; Meteorology; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004308373,0.0004251857,0.0002505259,0.0002822767,0.0002155152,0.0005850931,0.000583522,0.0003356769,0.001074333],"category_scores_gemma":[0.000334372,0.0002020556,0.0002838782,0.0001410842,0.0005652636,0.0006508383,0.0003917537,0.0004098473,0.0001866654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003961654,"about_ca_system_score_gemma":0.0003119638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003379695,"about_ca_topic_score_gemma":0.0004965178,"domain_scores_codex":[0.999817,0.00002349408,0.000007551127,0.00004115506,0.00006957661,0.00004130093],"domain_scores_gemma":[0.9997023,0.00009453334,0.00007633825,0.00003782882,0.00003706437,0.00005182821],"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":[0.00006318611,0.0000442971,0.0004063983,0.000077405,0.000004994543,0.00007757496,0.00004758339,0.0005875987,0.9933144,0.0007406185,0.00007050158,0.004565388],"study_design_scores_gemma":[0.00001718444,0.0005545655,0.001688062,0.0000102076,0.00001455634,0.0001575106,0.00003517386,0.003178408,0.9904423,0.0001356742,0.003744872,0.00002151791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388245,0.001809438,0.05500278,0.0001302808,0.0001199122,0.0001263182,0.00008031155,0.0007068053,0.003199706],"genre_scores_gemma":[0.947484,0.0006785308,0.04935385,0.00006157837,0.00001959899,0.00005609861,0.00008204576,0.00009471296,0.002169574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001074333,"threshold_uncertainty_score":0.003594041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00604306005324311,"score_gpt":0.1942070469514222,"score_spread":0.1881639868981791,"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."}}