{"id":"W4414664946","doi":"10.31025/2611-4135/2025.19528","title":"ENERGY POLYGENERATION AND CIRCULAR ECONOMY","year":2025,"lang":"en","type":"article","venue":"Detritus","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004126882,0.0001797489,0.0002937848,0.0004749503,0.001086404,0.001778978,0.0003617873,0.0008085754,0.009905263],"category_scores_gemma":[0.001784724,0.0001598688,0.0003827623,0.0004832188,0.002770855,0.002677525,0.001681923,0.0007597513,0.0005101971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008937658,"about_ca_system_score_gemma":0.000616008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002369507,"about_ca_topic_score_gemma":0.001610183,"domain_scores_codex":[0.9998226,0.00004761911,0.000009271362,0.00005217084,0.00002925269,0.00003919321],"domain_scores_gemma":[0.9992307,0.0002885221,0.0001158512,0.0001636307,0.0001187716,0.00008247918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001709492,0.000007810742,0.0004499449,0.00001048725,0.000003837422,0.00004649088,0.00006733836,0.002565591,0.0002059444,0.9906307,0.0005150635,0.005479679],"study_design_scores_gemma":[0.000005661496,0.00001778045,0.0006513554,0.00001174089,0.000003468601,0.00007396561,0.0002204958,0.01026684,0.0002495766,0.9787291,0.009763638,0.000006466422],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4387454,0.002112034,0.1679459,0.007525641,0.0004659028,0.00005206861,0.0002799082,0.0001338274,0.3827393],"genre_scores_gemma":[0.9653862,0.0004404967,0.004947186,0.0001605686,0.00005837609,0.00002128456,0.00004318321,0.00002756319,0.02891531],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009905263,"threshold_uncertainty_score":0.03313637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006183606542889631,"score_gpt":0.2047208874723749,"score_spread":0.1985372809294853,"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."}}