{"id":"W4396681444","doi":"10.1051/e3sconf/202452100001","title":"Preface","year":2024,"lang":"nl","type":"article","venue":"E3S Web of Conferences","topic":"Energy Efficiency and Management","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":[0.002254155,0.0009940279,0.0006715018,0.002238444,0.002350033,0.003990214,0.001335714,0.001495768,0.4305679],"category_scores_gemma":[0.01190684,0.0002760873,0.0004918927,0.001334294,0.0005385895,0.002817223,0.002125263,0.003636021,0.263571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674852,"about_ca_system_score_gemma":0.002473974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002525188,"about_ca_topic_score_gemma":0.002546145,"domain_scores_codex":[0.9988126,0.0001931781,0.00009127289,0.0002002807,0.0005813935,0.0001212452],"domain_scores_gemma":[0.9922029,0.001199531,0.0002722861,0.0004434057,0.004645496,0.001236412],"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":[0.00002470605,0.00001691702,0.00006976464,0.00008641271,0.000001043568,0.00003865518,0.00006680914,0.00004155025,0.0001277818,0.001870008,0.9742513,0.02340494],"study_design_scores_gemma":[0.0000029872,0.00001442749,0.0001934877,0.00009063305,8.060808e-7,0.00004364463,0.00006588427,0.0000177562,0.00005502895,0.0008269056,0.9986852,0.000003333607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001804464,0.01245449,0.006673428,0.05736465,0.4069252,0.001007421,0.01303734,0.001756089,0.4989769],"genre_scores_gemma":[0.008334648,0.007902815,0.002824978,0.01356962,0.06804942,0.0005873031,0.01153492,0.0009609896,0.8862353],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4305679,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089936162019563,"score_gpt":0.2607810091081261,"score_spread":0.2398816474879304,"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."}}