{"id":"W4391234518","doi":"10.1088/1742-6596/2689/1/011001","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","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":[],"consensus_categories":[],"category_scores_codex":[0.001852231,0.001191675,0.000918166,0.002629149,0.003539694,0.005547197,0.002090933,0.001991909,0.468374],"category_scores_gemma":[0.01337524,0.0004074818,0.0007620574,0.002285725,0.001041729,0.004085168,0.002960833,0.00370262,0.332706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002596849,"about_ca_system_score_gemma":0.003703956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003686457,"about_ca_topic_score_gemma":0.003710228,"domain_scores_codex":[0.9980957,0.0002957919,0.000153036,0.0004097346,0.000873014,0.0001728157],"domain_scores_gemma":[0.9943442,0.0009356021,0.0002448822,0.0005853115,0.003123629,0.0007663187],"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":[0.00004456656,0.00002478091,0.000197001,0.0002086154,0.000004104061,0.0001000425,0.0002496293,0.00008988332,0.0001669723,0.0076138,0.9424133,0.04888738],"study_design_scores_gemma":[0.000003632201,0.00001530298,0.0002173896,0.0001510657,0.000001730659,0.00009223827,0.0001628651,0.00002592353,0.00006596091,0.002075771,0.9971825,0.000005620259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002485851,0.0140152,0.008808568,0.03291759,0.1178835,0.0007808228,0.01538833,0.002352855,0.8053674],"genre_scores_gemma":[0.01272678,0.01008353,0.00496792,0.01118999,0.02005984,0.0006463142,0.01863256,0.001469215,0.9202239],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.468374,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295914665445361,"score_gpt":0.2659104029531812,"score_spread":0.2429512562987276,"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."}}