{"id":"W2768798722","doi":"10.1080/19315775.2017.1356695","title":"Issues and Strategies for Improving Measurement Uncertainties for Solid-State Lighting","year":2016,"lang":"en","type":"article","venue":"NCSLI Measure","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Solid-state lighting; Solid-state; Computer science; Environmental science; Engineering; Engineering physics; Electrical engineering; Light-emitting diode","routes":{"ca_aff":true,"ca_fund":false,"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":[0.109014,0.003107253,0.002954451,0.008521816,0.003691483,0.01172302,0.009034646,0.004634365,0.004103461],"category_scores_gemma":[0.2745668,0.00144459,0.002011683,0.007955072,0.005208713,0.01746466,0.009998799,0.007624024,0.001554137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008387947,"about_ca_system_score_gemma":0.01739095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01790206,"about_ca_topic_score_gemma":0.01193215,"domain_scores_codex":[0.9162657,0.03708217,0.005518319,0.007238876,0.03252602,0.001368872],"domain_scores_gemma":[0.7275916,0.1524197,0.01619,0.02664197,0.07543917,0.001717552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001528088,0.0003033341,0.01035916,0.002066616,0.0002853565,0.0001942505,0.002691455,0.04310769,0.005812046,0.4213097,0.01672807,0.4969894],"study_design_scores_gemma":[0.0001090645,0.0004689723,0.009764225,0.005741039,0.0003689046,0.0006691744,0.003765421,0.1368399,0.02500498,0.5893964,0.2272666,0.0006052727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006344261,0.01448684,0.9317838,0.02794572,0.001346533,0.0004275135,0.0002683062,0.001519205,0.01587788],"genre_scores_gemma":[0.1644323,0.007530103,0.8179659,0.004221547,0.001370829,0.0009226307,0.0005914597,0.0006744641,0.002290774],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.109014,"threshold_uncertainty_score":0.5765282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613711914429336,"score_gpt":0.2963282431501231,"score_spread":0.2601911240058297,"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."}}