{"id":"W4205839417","doi":"10.1002/adem.202101509","title":"A New Photoelectrochemical Reactor with Special Photocathode Design for Hydrogen Production","year":2022,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Photocathode; Hydrogen production; Materials science; Hydrogen; Electrolyte; Optics; Light intensity; Oxide; Optoelectronics; Electrode; Chemistry; Physics; Electron; Metallurgy","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":[0.0002521723,0.0005709717,0.0006696612,0.0003281441,0.0002348938,0.0005152821,0.0009042417,0.0007924817,0.0009561153],"category_scores_gemma":[0.0002260131,0.0004310131,0.0004558837,0.0003481059,0.0002004321,0.0007493579,0.0003320179,0.0008685916,0.0004778418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000389999,"about_ca_system_score_gemma":0.0004579297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004348377,"about_ca_topic_score_gemma":0.0009225422,"domain_scores_codex":[0.9996767,0.0000164024,0.00002190948,0.0001507874,0.000100472,0.00003378214],"domain_scores_gemma":[0.9998208,0.00003163398,0.00003395158,0.00004127927,0.00004909413,0.00002330071],"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":[0.00003559026,0.00001189565,0.00007580737,0.00006178991,0.000005308815,0.00002144543,0.000008269606,0.00008678503,0.9968609,0.0001476124,0.00006614849,0.002618499],"study_design_scores_gemma":[0.00001165418,0.0001074919,0.0005142646,0.000001846102,0.00001402777,0.0002443531,0.000006557696,0.002072544,0.9938123,0.00002879787,0.003175892,0.00001032482],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7222054,0.002984148,0.2676772,0.0002789251,0.0005202616,0.0002524331,0.0007378614,0.001733994,0.003609825],"genre_scores_gemma":[0.7310855,0.001565392,0.2577096,0.0001632406,0.00006937612,0.0002923352,0.0008078101,0.000156969,0.008149764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009561153,"threshold_uncertainty_score":0.003198504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007701232865953743,"score_gpt":0.1980096612425381,"score_spread":0.1903084283765843,"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."}}