{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001153223,0.001082227,0.000719738,0.001940726,0.003047577,0.005321185,0.001529646,0.001613254,0.7186067],"category_scores_gemma":[0.005445307,0.0003941617,0.0005975338,0.002313911,0.0006063271,0.003707082,0.002694654,0.002993633,0.5669669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001858097,"about_ca_system_score_gemma":0.003234668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006216301,"about_ca_topic_score_gemma":0.007555818,"domain_scores_codex":[0.9991365,0.0001188574,0.00006938341,0.0001665514,0.0003733914,0.000135289],"domain_scores_gemma":[0.9969658,0.0003322744,0.0001190552,0.0002831728,0.001564009,0.0007356371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003127141,0.00001421938,0.0001104313,0.0001217689,0.000001496781,0.00004723599,0.00007705274,0.00003864783,0.00008038998,0.001877525,0.9704832,0.02711681],"study_design_scores_gemma":[0.000003139841,0.0000080017,0.0002466041,0.00008556638,8.171772e-7,0.00004402765,0.0001216706,0.00001269792,0.00004381529,0.0005740838,0.9988558,0.000003732855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001215216,0.004943291,0.002640924,0.01207026,0.06018182,0.0006427527,0.02549911,0.001938237,0.8908684],"genre_scores_gemma":[0.003641545,0.00245476,0.0009137309,0.002429317,0.004546579,0.0002533326,0.01435523,0.0008152834,0.9705903],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2813933,"threshold_uncertainty_score":0,"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."}}