{"id":"W2251934758","doi":"10.1016/j.ijhydene.2015.12.183","title":"Experimental investigation and analysis of a novel photo-electrochemical hydrogen production cell with polymeric membrane photocathode","year":2016,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Advanced battery technologies research","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photocathode; Hydrogen production; Cathode; Materials science; Anode; Hydrogen; Electrochemistry; Proton exchange membrane fuel cell; Chemical engineering; Optoelectronics; Electrode; Membrane; Analytical Chemistry (journal); Chemistry; Chromatography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008807265,0.00012898,0.0002288213,0.0006169543,0.00001456571,0.000009410882,0.0002825485,0.00005675714,0.00003476401],"category_scores_gemma":[0.00003173003,0.00009195352,0.00007703898,0.0003945219,0.0001349566,0.0002472231,0.00004655032,0.00009102203,3.677829e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001631364,"about_ca_system_score_gemma":0.00003217993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001398471,"about_ca_topic_score_gemma":0.00000495858,"domain_scores_codex":[0.9988777,0.00001550954,0.0003419149,0.000150729,0.0004622545,0.0001519017],"domain_scores_gemma":[0.9994075,0.0000475264,0.0001867873,0.000127564,0.0001636388,0.00006699835],"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":[0.0001061882,0.00006716025,0.0004650024,0.000004336697,0.0007769949,0.00001048959,0.00005790144,0.006935189,0.9899585,0.00003631217,0.000007422221,0.001574479],"study_design_scores_gemma":[0.0005743727,0.0001221247,0.00004751954,0.00003356026,0.00008124541,0.0001666619,0.0000389821,0.007534544,0.9911231,0.00004312763,0.0001293614,0.0001054471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978182,0.0004834769,0.02098933,0.0001255441,0.00005510847,0.00004080386,0.000008376502,0.00003377237,0.00008163197],"genre_scores_gemma":[0.9973733,0.0001885453,0.002279138,0.00002009827,0.00005696564,0.00001163845,0.000006852682,0.00002137337,0.00004205991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01919138,"threshold_uncertainty_score":0.3749756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100638041237632,"score_gpt":0.2454424283605731,"score_spread":0.2344360479481968,"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."}}