{"id":"W4285313699","doi":"10.18280/psees.050103","title":"Simulation Study of a Flat Plate Solar Collector Influence of the Mixture Air Flow","year":2021,"lang":"en","type":"article","venue":"Progress in Solar Energy and Engineering Systems","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Baffle; Mechanics; Glazing; Heat transfer; Materials science; Fluid dynamics; Thermal; Current (fluid); Solar energy; Flow (mathematics); Work (physics); Optics; Thermodynamics; Composite material; Physics; Engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002519263,0.0001925775,0.000409511,0.00008416179,0.00006152265,0.00002223345,0.0001770905,0.0001607487,0.000002976608],"category_scores_gemma":[0.0001033508,0.0001493913,0.00006235515,0.0005270562,0.00003328306,0.0000952801,0.00008432235,0.0001354561,3.175556e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003155661,"about_ca_system_score_gemma":0.00003237416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009547123,"about_ca_topic_score_gemma":0.0003095167,"domain_scores_codex":[0.9985763,0.0001858113,0.0005092741,0.0002405928,0.000273924,0.0002141107],"domain_scores_gemma":[0.9990961,0.0001743365,0.0001958413,0.0003574397,0.0001357033,0.00004056424],"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":[0.00003231635,0.00009429163,0.04430787,0.0003571855,0.0001142712,0.0000162238,0.001851586,0.9465585,0.005945173,0.0002721775,0.000001915141,0.0004485085],"study_design_scores_gemma":[0.00156552,0.0001678489,0.0406181,0.001139275,0.00005859525,0.00003529208,0.0007917343,0.9312759,0.01963234,0.00002772795,0.004311852,0.0003758274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993766,0.005034881,0.0003767844,0.000004431881,0.0005259617,0.0002110762,0.000007937712,0.00004086599,0.00003210882],"genre_scores_gemma":[0.999606,0.00001566863,0.00006763404,0.000004589895,0.00008053343,0.00008035154,0.00000417439,0.00002921968,0.0001118277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01528259,"threshold_uncertainty_score":0.6092002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007809137754857498,"score_gpt":0.2114127760217174,"score_spread":0.2036036382668599,"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."}}