{"id":"W4407226786","doi":"10.26434/chemrxiv-2025-c3l3k","title":"Light Enhanced Water Dissociation in Bipolar Membranes","year":2025,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Research Nova Scotia; Killam Trusts; Canada Foundation for Innovation; Sumners Foundation","keywords":"Dissociation (chemistry); Membrane; Chemistry; Photochemistry; Materials science; Physical chemistry; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001261127,0.000235659,0.0001123306,0.000136054,0.0001536425,0.0004024576,0.0002315586,0.0002841672,0.000961823],"category_scores_gemma":[0.0001716003,0.0001683171,0.0001085715,0.0001196894,0.0001797342,0.0004388382,0.0003557422,0.0003449492,0.0003215834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003504996,"about_ca_system_score_gemma":0.0001060964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004365614,"about_ca_topic_score_gemma":0.0004937586,"domain_scores_codex":[0.9999158,0.000008548568,0.000003051483,0.00002169509,0.00002854813,0.00002227726],"domain_scores_gemma":[0.9999648,0.00000993616,0.00001073034,0.000003155759,0.000006263234,0.000005064102],"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":[0.00002966304,0.000009014833,0.00006326353,0.00004837233,0.00000209424,0.00004085883,0.00003116033,0.0002478321,0.99611,0.0006611465,0.00009824376,0.002658225],"study_design_scores_gemma":[0.000008397119,0.0000535646,0.0002114363,0.000004733187,0.000001813042,0.0000364459,0.00002314971,0.002148575,0.9950858,0.0001626041,0.002260455,0.000003125541],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826335,0.001413609,0.009508409,0.0002357734,0.00005291439,0.00001833941,0.00009608799,0.0001757708,0.005865463],"genre_scores_gemma":[0.9932262,0.0008034975,0.003211291,0.00005006586,0.00000868445,0.00001334047,0.00003808537,0.0000209031,0.002627985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000961823,"threshold_uncertainty_score":0.003217578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003914973202821981,"score_gpt":0.1884085201441429,"score_spread":0.1844935469413209,"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."}}