{"id":"W4310896560","doi":"10.1002/citp.202201217","title":"Energieeffiziente Wasserstoffproduktion","year":2022,"lang":"de","type":"article","venue":"CITplus","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001016891,0.0005476247,0.0006391667,0.0004248155,0.001251566,0.0001351436,0.0009655924,0.0001631687,0.00507682],"category_scores_gemma":[0.0001215696,0.0006502811,0.0003872804,0.001234194,0.000112682,0.0001735143,0.0008784916,0.0007140234,0.002411681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001582698,"about_ca_system_score_gemma":0.0004223355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005213655,"about_ca_topic_score_gemma":0.000237905,"domain_scores_codex":[0.9945472,0.001082924,0.0008650131,0.001154471,0.001240056,0.001110282],"domain_scores_gemma":[0.9975195,0.0001163285,0.0004466062,0.001458244,0.00011981,0.0003395303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001849571,0.0003860609,0.0004300624,0.0001164285,0.0005604985,0.0005195661,0.001040766,0.8421998,0.004680698,0.02104867,0.1103527,0.0184798],"study_design_scores_gemma":[0.001282059,0.000263399,0.00009428443,0.0000408911,0.0001624382,0.00008291331,0.0008473999,0.02385065,0.00355082,0.0002171036,0.9688764,0.0007316988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.532854,0.09497646,0.002391533,0.003648007,0.1440149,0.001593837,0.0005955909,0.002327749,0.2175979],"genre_scores_gemma":[0.9064162,0.0002745633,0.00009288526,0.0004997488,0.003776139,0.0003211182,0.0004502335,0.0002183391,0.08795074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8585237,"threshold_uncertainty_score":0.9995949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119460224234846,"score_gpt":0.2104993817239922,"score_spread":0.1985533593005075,"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."}}