{"id":"W6922297256","doi":"10.1051/e3sconf/202342400001/pdf","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Durvalumab","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":[0.0001091313,0.0001760084,0.0002297612,0.0007975076,0.00004822461,0.00001134221,0.0003438455,0.0003661263,0.0000144123],"category_scores_gemma":[0.00007850421,0.0001799542,0.00005723379,0.001536095,0.0001250864,0.0001784066,0.00008310615,0.0002847728,0.000288042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006554785,"about_ca_system_score_gemma":0.00002617189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000207398,"about_ca_topic_score_gemma":0.00002528336,"domain_scores_codex":[0.9990582,0.000004117838,0.0003236248,0.0001965104,0.00012637,0.0002911225],"domain_scores_gemma":[0.9993677,0.000006015762,0.00005235296,0.0004642131,0.00007625562,0.00003351208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004190153,0.0000151601,0.001188895,0.0001964374,0.0001418945,0.00002026444,0.00008314819,0.8696465,0.05020967,0.05556488,0.001985683,0.02094326],"study_design_scores_gemma":[0.0007148599,0.00007861356,0.001438931,0.0004528154,0.00004368839,0.00002272129,0.0001023325,0.1826028,0.4005336,0.001856586,0.4114275,0.0007255713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9204784,0.000436104,0.0185342,0.0009756646,0.004818047,0.0004201962,0.00001591679,0.01251352,0.04180793],"genre_scores_gemma":[0.9872869,0.0001897065,0.01162522,0.000008235387,0.000108998,0.00005080349,0.00001891329,0.00005601644,0.0006552509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6870438,"threshold_uncertainty_score":0.733832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009841643700672876,"score_gpt":0.2118576252294658,"score_spread":0.2020159815287929,"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."}}