{"id":"W3186902319","doi":"10.1149/ma2021-01391261mtgabs","title":"(Invited) A Stable Integrated Photoelectrochemical Reactor for Hydrogen Production from Water","year":2021,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Electrolyte; Suns in alchemy; Materials science; Catalysis; Photovoltaic system; Water splitting; Corrosion; Hydrogen production; Oxygen; Hydrogen; Solar cell; Degradation (telecommunications); Chemical engineering; Chemistry; Optoelectronics; Electrode; Metallurgy; Electrical engineering; Engineering; Photocatalysis","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":[0.0003661468,0.0002225957,0.0002994827,0.00005237033,0.0001264786,0.0001119111,0.0001403155,0.0001856798,0.0001738193],"category_scores_gemma":[0.0005478311,0.0001835365,0.0001606957,0.0001730816,0.00002005338,0.0001384588,0.00004245248,0.0002619535,0.0001231657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001087001,"about_ca_system_score_gemma":0.00004676044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002608956,"about_ca_topic_score_gemma":0.0004523554,"domain_scores_codex":[0.9981743,0.0000618912,0.0004476187,0.0005954692,0.0002221444,0.0004985602],"domain_scores_gemma":[0.9989961,0.0001176842,0.0001192325,0.0004172291,0.000226808,0.0001228936],"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":[0.00006827078,0.0001412985,0.00007879984,0.00001980125,0.0001075754,0.00001559655,0.0004187337,0.002150974,0.9942238,0.00000261627,0.002548015,0.0002245251],"study_design_scores_gemma":[0.0002824467,0.00001909188,0.00005519975,0.00005090026,0.00006537215,0.000007332389,0.0001167483,0.0004133642,0.8628105,0.0005350958,0.1354277,0.0002162469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990874,0.0001527105,0.00001012984,0.0005340262,0.0002897318,0.0002234704,0.00002617258,0.0001567338,0.007733054],"genre_scores_gemma":[0.9949901,0.00001254742,0.001449433,0.0002496578,0.0005008701,0.00007555699,0.001642446,0.00006008857,0.001019269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1328797,"threshold_uncertainty_score":0.7484401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408749957593039,"score_gpt":0.2213157102054101,"score_spread":0.2072282106294797,"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."}}