{"id":"W3199650690","doi":"10.1007/s12273-021-0831-6","title":"An exploratory study on road tunnel with semi-transparent photovoltaic canopy—From energy saving and fire safety perspectives","year":2021,"lang":"en","type":"article","venue":"Building Simulation","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Université de Sherbrooke","funders":"","keywords":"Environmental science; Photovoltaic system; Solar energy; Energy consumption; Canopy; Meteorology; Marine engineering; 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":[0.0001123448,0.0001568243,0.0001463039,0.00002867609,0.0002348085,0.00007242322,0.00006415885,0.00004828642,0.0001741562],"category_scores_gemma":[0.00001977939,0.0001506865,0.0000184597,0.0001537724,0.00006356771,0.0004088017,0.00003987559,0.00005881793,0.000004791536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002686591,"about_ca_system_score_gemma":0.00001658326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001620916,"about_ca_topic_score_gemma":0.002643091,"domain_scores_codex":[0.9987515,0.0001422588,0.0001718914,0.0005035428,0.0002759718,0.0001547986],"domain_scores_gemma":[0.9995204,0.00005728106,0.0000768073,0.0002531447,0.00001888511,0.00007349502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001702901,0.0001716049,0.3794048,0.000002725649,0.00002394861,0.0000151798,0.006374537,0.3271905,0.2839464,0.00002211165,0.000002009112,0.002675775],"study_design_scores_gemma":[0.0006694921,0.0002662932,0.9344817,0.00004407797,0.00003897846,0.000003889021,0.00775881,0.04263961,0.01366926,0.0001153922,0.00007729218,0.0002352233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979527,0.00003974731,0.001573536,0.00001363578,0.0001394629,0.0001516454,0.00001202419,0.00007519848,0.00004205458],"genre_scores_gemma":[0.9993305,0.000008714856,0.0004918282,0.0000255531,0.00007844564,0.00001472885,0.00002168113,0.00002264194,0.000005960781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5550768,"threshold_uncertainty_score":0.6144816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605223628947573,"score_gpt":0.2510743017154123,"score_spread":0.2350220654259366,"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."}}