{"id":"W4411065095","doi":"10.1088/1755-1315/1500/1/011001","title":"Preface","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.00009806193,0.0001202365,0.0001028394,0.00005910735,0.0003469215,0.0001136503,0.0002475263,0.00004729412,0.0003937508],"category_scores_gemma":[0.00002146393,0.0001100483,0.00002004512,0.000222033,0.00135864,0.000477394,0.0002006958,0.00008260403,0.0000637675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002226196,"about_ca_system_score_gemma":0.00006868121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008353,"about_ca_topic_score_gemma":0.0007912603,"domain_scores_codex":[0.9990532,0.00001779707,0.0001098729,0.0003019728,0.0001820048,0.0003351856],"domain_scores_gemma":[0.9996179,0.00001118618,0.00002470187,0.0001993267,0.000006026763,0.0001408557],"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":[0.00002028165,0.00002352806,0.0001957226,0.000006609343,0.000004514463,0.000003342629,0.0002845802,0.00014161,0.07521817,0.8857226,0.00003361543,0.0383454],"study_design_scores_gemma":[0.0002835132,0.000098059,0.06027008,0.00002595429,0.000008365747,0.00002086555,0.0008331538,0.0002135493,0.2151059,0.006915176,0.7159801,0.0002452797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7638904,0.0001500878,0.000007564126,0.0005381121,0.0001256363,0.00004418866,0.00001020601,0.00003297336,0.2352008],"genre_scores_gemma":[0.9911066,0.0003281549,0.0001932673,0.0005350463,0.00001764218,0.00000532808,0.000005691156,0.000002668434,0.00780565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8788074,"threshold_uncertainty_score":0.5005966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00877721486288372,"score_gpt":0.2118952749365238,"score_spread":0.2031180600736401,"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."}}