{"id":"W2313396559","doi":"10.1177/1477153511429425","title":"The future looks bright","year":2011,"lang":"en","type":"article","venue":"Lighting Research & Technology","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Aeronautics; Engineering","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":[0.005542803,0.0005908369,0.0005857596,0.0008357757,0.007290665,0.01016091,0.0007393266,0.004549512,0.06110322],"category_scores_gemma":[0.008117983,0.0002354093,0.0007703904,0.0005837473,0.005193097,0.01231183,0.004299909,0.007805335,0.01404688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004005628,"about_ca_system_score_gemma":0.007608382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003944262,"about_ca_topic_score_gemma":0.00873646,"domain_scores_codex":[0.9974489,0.0007244704,0.00006582417,0.0003905951,0.0005700849,0.000800199],"domain_scores_gemma":[0.9941443,0.0009802235,0.0003031062,0.0003661955,0.001573246,0.002632994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002024218,0.0001379527,0.002037774,0.0004277519,0.00004645323,0.0002728903,0.002553545,0.0001956869,0.000641657,0.2477448,0.6290327,0.1167063],"study_design_scores_gemma":[0.00001534437,0.00005713388,0.0009756777,0.0004371725,0.00001891523,0.0001570317,0.003306062,0.0000578149,0.000160797,0.04734321,0.9474428,0.00002799001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.008324762,0.05760558,0.003100095,0.7068815,0.03173882,0.00002786181,0.0003890741,0.0004404853,0.1914919],"genre_scores_gemma":[0.3267291,0.07495613,0.008562932,0.3538269,0.02276419,0.0001322178,0.0007467837,0.0005781841,0.2117036],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06110322,"threshold_uncertainty_score":0.2044107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0719109401749712,"score_gpt":0.3833814402255852,"score_spread":0.3114705000506141,"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."}}