{"id":"W7119402827","doi":"","title":"Kontakt zur Natur","year":2025,"lang":"de","type":"article","venue":"Architecture, Design and Conservation (Aarhus School of Architecture, Design School Kolding, The Royal Danish Academy of Fine Arts, Schools of Architecture, Design and Conservation (KADK))","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.005401743,0.002518135,0.00316942,0.002648328,0.001048424,0.0005737813,0.0026649,0.001617771,0.0003843256],"category_scores_gemma":[0.004749981,0.002155794,0.0008920474,0.002989726,0.001740889,0.0005570482,0.0008233773,0.006330837,0.00004180942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002760638,"about_ca_system_score_gemma":0.001467195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005390573,"about_ca_topic_score_gemma":0.00004020264,"domain_scores_codex":[0.9860999,0.00271904,0.004336219,0.002286602,0.002315307,0.002242929],"domain_scores_gemma":[0.9873385,0.006814362,0.001904008,0.001675762,0.000902703,0.00136464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008874158,0.0004218924,0.005294554,0.004710004,0.004303913,0.00004891013,0.001577617,0.7436959,0.09430832,0.009595066,0.05549437,0.07167535],"study_design_scores_gemma":[0.02124317,0.004577469,0.1373167,0.01113059,0.00477636,0.0004937623,0.0006831858,0.2983379,0.2157373,0.2526469,0.04499514,0.008061565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08598881,0.02904651,0.8630746,0.01288862,0.0007988699,0.00677792,0.0003240155,0.0005250191,0.0005756243],"genre_scores_gemma":[0.7663026,0.004187616,0.2212404,0.004267593,0.0008486951,0.0006314539,0.0001679509,0.0004775305,0.001876149],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6803138,"threshold_uncertainty_score":0.9996783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02140930647245505,"score_gpt":0.251605089818778,"score_spread":0.230195783346323,"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."}}