{"id":"W7095284304","doi":"","title":"Very Efficacious: Transforming the Market with the DesignLights Consortium ® Qualified Products List","year":2013,"lang":"en","type":"article","venue":"","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Product (mathematics); Efficient energy use; New product development; Market research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006350826,0.0006597045,0.000358964,0.002898219,0.001869763,0.007190076,0.001574418,0.002102593,0.1674541],"category_scores_gemma":[0.005935699,0.0004369188,0.0006570062,0.002124914,0.001056696,0.005747241,0.0032574,0.001911269,0.07025186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079371,"about_ca_system_score_gemma":0.004571768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003945268,"about_ca_topic_score_gemma":0.0082116,"domain_scores_codex":[0.9948539,0.00055602,0.0001572178,0.0003801242,0.003616665,0.0004359692],"domain_scores_gemma":[0.9934681,0.0005341626,0.000386571,0.0005850208,0.003150723,0.001875499],"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":[0.0001667797,0.0003211262,0.001544292,0.000187805,0.000005126042,0.0001288243,0.0002463932,0.0001395198,0.004942746,0.01415387,0.7629516,0.2152121],"study_design_scores_gemma":[0.00003146349,0.0001512306,0.001150802,0.00005357993,0.000003506732,0.00008132798,0.0001453086,0.0001278503,0.0009457736,0.0008600017,0.9964287,0.00002047038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01941896,0.003541839,0.02587842,0.02514924,0.004260523,0.00138183,0.008365571,0.01501727,0.8969863],"genre_scores_gemma":[0.07745399,0.004949093,0.06517331,0.01752332,0.002841361,0.001238223,0.02681288,0.007155064,0.7968529],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1674541,"threshold_uncertainty_score":0.5601898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237860098628202,"score_gpt":0.2100424774966188,"score_spread":0.1976638765103367,"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."}}