{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003285486,0.0002395886,0.0003086989,0.0001933374,0.0000653363,0.0001616231,0.0004463009,0.0001355761,0.008334561],"category_scores_gemma":[0.00004358046,0.0002030483,0.0001518803,0.0003824421,0.0002351971,0.0001558658,0.0001405016,0.0001765864,0.000846337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002313031,"about_ca_system_score_gemma":0.001026503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163087,"about_ca_topic_score_gemma":0.0007058946,"domain_scores_codex":[0.9983307,0.00009590371,0.0004244288,0.000421188,0.0003891306,0.0003387254],"domain_scores_gemma":[0.9992501,0.0001769027,0.00008289946,0.00033951,0.00007273781,0.00007782174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001388896,0.00008996038,0.0001301679,0.0004565722,0.0002039866,0.00002488015,0.0003584603,0.002251887,0.0005924764,0.9452642,0.01346919,0.03714428],"study_design_scores_gemma":[0.0001576837,0.0002078581,0.0004765907,0.0006606432,0.0001184588,0.000001496787,0.0006190214,0.0172846,0.006207944,0.004439893,0.9695631,0.0002627538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03214423,0.0154172,0.0006459225,0.001534582,0.002954634,0.0001220413,0.00002159931,0.0001735039,0.9469863],"genre_scores_gemma":[0.9199493,0.002129124,0.00008800498,0.00006966563,0.0002081321,0.00001304197,0.00001043469,0.00001704755,0.07751526],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9560938,"threshold_uncertainty_score":0.9999316,"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."}}