{"id":"W3094549283","doi":"10.1016/j.ijheatmasstransfer.2020.120523","title":"A study on energy and fluid flows for a novel photoelectrochemical reactor developed for hydrogen production","year":2020,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Laminar flow; Materials science; Hydrogen production; Anode; Mechanics; Fluid dynamics; Streamlines, streaklines, and pathlines; Heat transfer; Hydrogen; Solar energy; Thermodynamics; Electrode; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000213722,0.0002169193,0.0003128895,0.0002076695,0.0004722677,0.000470962,0.0003163274,0.00040733,0.001019763],"category_scores_gemma":[0.0002751479,0.0001134776,0.0002925748,0.0001434783,0.0004521055,0.0007099207,0.0001733252,0.0003894696,0.000107177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003510495,"about_ca_system_score_gemma":0.0003513294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027665,"about_ca_topic_score_gemma":0.000633468,"domain_scores_codex":[0.9999024,0.00001815838,0.000004246884,0.00002702682,0.0000342125,0.00001398106],"domain_scores_gemma":[0.999882,0.00006498263,0.00001238576,0.00001031383,0.00002208889,0.000008218934],"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":[0.0003857857,0.000102354,0.001000012,0.00008696463,0.000008398582,0.000124985,0.00007390299,0.00104477,0.9896749,0.0008133241,0.00006682119,0.006617855],"study_design_scores_gemma":[0.00003101779,0.0004875613,0.002884201,0.000007452893,0.00002162475,0.0001366546,0.00008797502,0.01478177,0.9788041,0.0001776407,0.002567227,0.00001291336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915837,0.0006888318,0.005845633,0.00009570704,0.00003126661,0.00002353913,0.00005274529,0.0000340865,0.001644305],"genre_scores_gemma":[0.9959804,0.0003378711,0.002367181,0.00001448979,0.00001544726,0.00001126006,0.00004783681,0.00001036799,0.001215258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001027665,"threshold_uncertainty_score":0.003411472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333582316959517,"score_gpt":0.2538386757293124,"score_spread":0.2305028525597172,"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."}}