{"id":"W4313839715","doi":"10.1016/j.energy.2023.126650","title":"Multi-objective problem of optimizing heat transfer and energy production in algal bioreactive façades","year":2023,"lang":"en","type":"article","venue":"Energy","topic":"Algal biology and biofuel production","field":"Energy","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermal; Process engineering; Environmental science; Solar energy; Photobioreactor; Thermal energy; Simulation; Automotive engineering; Mechanical engineering; Engineering; Waste management; Meteorology; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001947681,0.002009894,0.002270644,0.001593625,0.0009278927,0.002650843,0.001766196,0.00363097,0.003629485],"category_scores_gemma":[0.003121676,0.001131308,0.001414866,0.001301663,0.001278871,0.001424073,0.001730309,0.001366578,0.0003454239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002892923,"about_ca_system_score_gemma":0.001818087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03022206,"about_ca_topic_score_gemma":0.01773695,"domain_scores_codex":[0.9991958,0.0003331122,0.00002745114,0.0001398715,0.0001303573,0.0001735611],"domain_scores_gemma":[0.9986694,0.0009462625,0.0001226531,0.00003087219,0.000133859,0.00009706648],"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":[0.00003775105,0.00002601849,0.0002340622,0.00003563581,0.00002141125,0.00002714518,0.00001130753,0.9969488,0.0002731036,0.0005077583,0.0001175184,0.001759505],"study_design_scores_gemma":[0.00001295583,0.00003742845,0.0002013354,0.00000580126,0.000009867776,0.00000599613,0.00002057983,0.9989617,0.0001969122,0.0004232554,0.0001190779,0.000005008043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5112034,0.002116446,0.4622321,0.001577898,0.0001847661,0.0004196905,0.00127018,0.0004648934,0.02053055],"genre_scores_gemma":[0.957148,0.0003449142,0.03457328,0.0000977576,0.00004592586,0.0002635388,0.0003119032,0.00007917542,0.007135414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03022206,"threshold_uncertainty_score":0.06009227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684043538780572,"score_gpt":0.2339173095303918,"score_spread":0.2170768741425861,"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."}}