{"id":"W4200162765","doi":"10.2172/1835319","title":"Additively Manufactured Solid-State Luminaire","year":2021,"lang":"en","type":"report","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Solid-state; Materials science; Environmental science; Engineering; Engineering physics","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":[0.001129648,0.0004701786,0.0003777674,0.0009814805,0.0004558757,0.001927071,0.0009452984,0.0006750791,0.005755475],"category_scores_gemma":[0.0008851367,0.0003461204,0.0006584598,0.0006164919,0.000363044,0.001097309,0.0009550114,0.000969164,0.00252821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107227,"about_ca_system_score_gemma":0.0008697464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000661916,"about_ca_topic_score_gemma":0.001721274,"domain_scores_codex":[0.9980428,0.0001274,0.00004875696,0.0001455339,0.00155833,0.00007709437],"domain_scores_gemma":[0.9992822,0.00008866802,0.0001039376,0.0001042961,0.0003585275,0.00006229122],"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":[0.0002763055,0.000421383,0.001425264,0.0009993239,0.00005041628,0.000251297,0.0002832768,0.01276928,0.7582064,0.02033486,0.004664081,0.2003181],"study_design_scores_gemma":[0.00004983947,0.002266583,0.004233074,0.0001196228,0.00007180636,0.0005418128,0.0001152552,0.01867595,0.8094748,0.001210799,0.1631909,0.0000496338],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.537431,0.004226228,0.3228213,0.0007170374,0.001123178,0.0009152432,0.001287878,0.004248567,0.1272297],"genre_scores_gemma":[0.7465944,0.002275317,0.1756647,0.0002228324,0.00008616306,0.0003077682,0.001277101,0.0003510791,0.0732207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005755475,"threshold_uncertainty_score":0.01925403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364691778855814,"score_gpt":0.2605954305407346,"score_spread":0.2369485127521764,"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."}}