{"id":"W4394931387","doi":"10.3390/en17081924","title":"Optimizing the Installation of a Centralized Green Hydrogen Production Facility in the Island of Crete, Greece","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada)","funders":"Hellenic Foundation for Research and Innovation","keywords":"Production (economics); Hydrogen production; Environmental science; Waste management; Engineering; Hydrogen; Economics; Physics","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":[0.0007075176,0.0001367497,0.0002204902,0.0001136962,0.00005353198,0.00002514597,0.0002626066,0.00006090032,0.00003274894],"category_scores_gemma":[0.00009306404,0.00007854851,0.00009895377,0.0005480242,0.0001222054,0.0001807684,0.00004652733,0.0001066816,0.000003216916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004641354,"about_ca_system_score_gemma":0.00005730907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02187094,"about_ca_topic_score_gemma":0.01092714,"domain_scores_codex":[0.9984428,0.0003650851,0.0004392764,0.0002338121,0.0003341697,0.0001848294],"domain_scores_gemma":[0.9992445,0.0001461181,0.0001109432,0.0004351821,0.00004826007,0.00001496534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003926189,0.00002262449,0.0005069579,0.0001719177,0.00008185413,0.000005661046,0.007934655,0.9450344,0.03772599,0.004301372,0.0002252313,0.003950031],"study_design_scores_gemma":[0.001267052,0.0001773392,0.00402814,0.0007991997,0.0001826063,0.000101653,0.009063618,0.0761761,0.7287133,0.003496405,0.1752916,0.0007029367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912466,0.002497488,0.00007393175,0.0003676436,0.000348615,0.000174565,0.00001860487,0.00005789269,0.005214648],"genre_scores_gemma":[0.9984024,0.0001123115,0.00005595128,0.00001025955,0.0001306991,0.00003378692,0.00002813601,0.00001294725,0.001213542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8688583,"threshold_uncertainty_score":0.9846425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662209018260168,"score_gpt":0.2344203627031322,"score_spread":0.2177982725205305,"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."}}