{"id":"W4402770199","doi":"10.1088/1742-6596/2846/1/011001","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Integrated Energy Systems Optimization","field":"Engineering","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":[0.00006524076,0.00008400583,0.0001243756,0.00004631202,0.00001501611,0.0001213881,0.00008970399,0.00003779743,0.00003885477],"category_scores_gemma":[0.00000777493,0.00006824814,0.00005055247,0.0001433044,0.00002028252,0.0006759269,0.00000573881,0.0001721232,0.00002069004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004014814,"about_ca_system_score_gemma":0.00006657249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002073299,"about_ca_topic_score_gemma":0.000002483992,"domain_scores_codex":[0.9995431,0.00001157171,0.0001994093,0.0000414278,0.000118905,0.00008559732],"domain_scores_gemma":[0.9996819,0.00001390591,0.00003292323,0.0000630085,0.0001781373,0.00003013086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001470954,0.0000136978,0.00001977898,0.0003299554,0.0002732398,0.00005528128,0.00262413,0.5768957,0.05604099,0.2687449,0.0058141,0.08917357],"study_design_scores_gemma":[0.0001648514,0.0001828995,0.00005585518,0.001035289,0.00006523332,0.0002199901,0.0008487075,0.1284394,0.8105388,0.01696831,0.04113288,0.0003477905],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03524464,0.001588449,0.9270443,0.0002207197,0.004010695,0.00006718763,0.000009984148,0.0003389769,0.0314751],"genre_scores_gemma":[0.9974458,0.0001832641,0.001411668,0.0000041997,0.0003309956,0.00000114798,0.00000167981,0.00001959566,0.0006016867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9622011,"threshold_uncertainty_score":0.2783078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071101571557695,"score_gpt":0.2071478300578296,"score_spread":0.1964368143422527,"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."}}