{"id":"W4416949749","doi":"10.55845/zyfb4412","title":"Exploration of solar energy as a means for sustainable management of non-renewable natural resources for present and future generations","year":2025,"lang":"","type":"article","venue":"Circular Economy","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Renewable energy; Solar energy; Solar power; Natural resource; Resource depletion; Concentrated solar power; Alternative energy; Resource (disambiguation); Electricity generation","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"],"consensus_categories":[],"category_scores_codex":[0.0006712264,0.0002374956,0.0004569419,0.0001250415,0.0004017369,0.00009223027,0.0002655521,0.0001419614,0.00005018535],"category_scores_gemma":[0.00001795259,0.0002539775,0.0002274899,0.0002492445,0.0002247569,0.0007323405,0.0002142288,0.00005113801,4.383818e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004044406,"about_ca_system_score_gemma":0.0001214331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003778076,"about_ca_topic_score_gemma":0.000144734,"domain_scores_codex":[0.9980637,0.00005864307,0.0007033602,0.0006142774,0.0001233988,0.0004366423],"domain_scores_gemma":[0.9988253,0.00006830691,0.0003026052,0.0005336115,0.000182059,0.00008809949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001915148,0.003714155,0.01400572,0.0889167,0.006452549,0.00004711518,0.03092068,0.2325104,0.03886879,0.4288397,0.05041414,0.103395],"study_design_scores_gemma":[0.001657824,0.0002013011,0.001266427,0.00008393598,0.0002459731,0.000001288655,0.03297851,0.05643384,0.02311875,0.0524435,0.8312748,0.0002938713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3558032,0.01582928,0.57631,0.003748992,0.0009875533,0.01475189,0.0001620943,0.0000382621,0.03236872],"genre_scores_gemma":[0.986088,0.0002209028,0.00113423,0.00007040504,0.0001707716,0.00127412,0.00002799194,0.00001719259,0.01099641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7808607,"threshold_uncertainty_score":0.9999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007510041415591379,"score_gpt":0.2273087327943855,"score_spread":0.2197986913787942,"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."}}