{"id":"W1964541012","doi":"10.1109/epec.2011.6070255","title":"Improving passive solar collector for fiber optic lighting","year":2011,"lang":"en","type":"article","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"Oak Ridge National Laboratory","keywords":"Daylighting; Nonimaging optics; Optical fiber; Optics; Concentrator; Illuminance; Computer science; Daylight; Environmental science; Engineering; Physics; Architectural 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003398702,0.00007666364,0.00007109794,0.00003825367,0.00006919892,0.00001637697,0.00006168504,0.00005683357,0.0002524606],"category_scores_gemma":[0.00001384106,0.00007118392,0.0000351978,0.00007605387,0.000005362122,0.00009614685,0.00001153929,0.00004195937,0.000005894833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002446964,"about_ca_system_score_gemma":0.00000860464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001644219,"about_ca_topic_score_gemma":0.000006350399,"domain_scores_codex":[0.9996217,0.000002748399,0.00009981821,0.00008692445,0.00003546295,0.0001533403],"domain_scores_gemma":[0.9998154,0.00002333823,0.00001636761,0.00008713303,0.00002673735,0.00003099876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004026585,0.00005639212,0.0001363021,0.0002260993,0.0001861995,0.000006393833,0.0009793843,0.9284673,0.00654176,0.01641748,0.008697381,0.03824499],"study_design_scores_gemma":[0.0002236003,0.00003598004,0.00003005019,0.00001200287,0.00001774575,0.00000270142,0.00002940599,0.9478428,0.04961546,0.00013792,0.001876166,0.0001761918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1025637,0.0001004789,0.8483307,0.00001697241,0.0006256168,0.0003221772,0.000004249842,0.001047252,0.04698886],"genre_scores_gemma":[0.6147578,0.000004750821,0.3807885,0.0000351783,0.000104694,0.00009727807,0.000007863074,0.00004750947,0.004156354],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5121942,"threshold_uncertainty_score":0.2902796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115374208447369,"score_gpt":0.1752334701317261,"score_spread":0.1636960492869892,"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."}}