{"id":"W4413822554","doi":"10.1109/pvsc59419.2025.11133047","title":"Performance of Off-grid Floating Photovoltaic-Battery System Powering an Anion Exchange Membrane Electrolyser for Green Hydrogen Production","year":2025,"lang":"en","type":"article","venue":"","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Canada Foundation for Innovation","keywords":"Photovoltaic system; Hydrogen production; Battery (electricity); Hydrogen; Grid; Membrane; Production (economics); Materials science; Automotive engineering; Computer science; Environmental science; Electrical engineering; Process engineering; Engineering; Power (physics); Chemistry; Physics","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":[0.0002182115,0.0003244959,0.000618245,0.0002395461,0.0003886029,0.0006301582,0.0006437089,0.0004640911,0.002644069],"category_scores_gemma":[0.0002700406,0.000121517,0.0003368166,0.0002430333,0.0001921808,0.000624318,0.0003215861,0.0003716746,0.0005743658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002739036,"about_ca_system_score_gemma":0.0002022081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001248963,"about_ca_topic_score_gemma":0.001867163,"domain_scores_codex":[0.9998,0.00002448354,0.00001463508,0.00004396563,0.00007893854,0.00003793141],"domain_scores_gemma":[0.9998589,0.00003419836,0.00001257079,0.00001690386,0.00006031113,0.00001714486],"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":[0.002366011,0.0003672745,0.008058042,0.0007185059,0.0001406181,0.001209723,0.0003437327,0.01638009,0.9048508,0.0004259264,0.00202693,0.06311225],"study_design_scores_gemma":[0.0001644704,0.003201545,0.02083304,0.00004043478,0.000134371,0.00057332,0.0005542882,0.08895478,0.879536,0.0004060423,0.005550463,0.00005116528],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947266,0.0003013207,0.001901278,0.00006566656,0.00005088926,0.00001761477,0.000209119,0.0001660804,0.002561496],"genre_scores_gemma":[0.9990509,0.00006710603,0.0002932433,0.00001571563,0.000002854367,0.000005344665,0.00006527299,0.000008418512,0.0004911643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002644069,"threshold_uncertainty_score":0.00884527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044744357921509,"score_gpt":0.2269381701576487,"score_spread":0.2164907265784336,"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."}}