{"id":"W4390628005","doi":"10.1515/9781894725170-001","title":"Preface","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Historical Architecture and Urbanism","field":"Arts and Humanities","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000324991,0.0001650357,0.0001849808,0.00004643518,0.0000819257,0.00003630763,0.00011601,0.00008364342,0.06442587],"category_scores_gemma":[0.000003012686,0.0001160139,0.00008877203,0.000001038023,0.0001032557,0.00002427099,0.00003556746,0.0002048468,0.005963914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005092361,"about_ca_system_score_gemma":0.00003513728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005095043,"about_ca_topic_score_gemma":0.0005321614,"domain_scores_codex":[0.9994341,0.000002500219,0.0001231031,0.0001572683,0.0001809234,0.0001021005],"domain_scores_gemma":[0.9996143,0.00001454709,0.00004226882,0.0001762207,0.00007066266,0.00008200121],"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":[0.000001381754,0.000001985054,6.662812e-9,0.000004170704,0.00001068092,0.000003112479,0.001630149,7.686179e-8,1.058171e-7,0.5783045,0.4179516,0.002092213],"study_design_scores_gemma":[0.00003534816,0.0000421697,1.309846e-8,0.000009602327,0.00001871332,8.688664e-7,0.000008088132,3.668632e-7,3.43954e-7,0.2159627,0.7837792,0.0001425493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.597369e-7,0.0009942875,0.00001797025,0.0002260391,0.0006882644,0.00007874127,0.00002433243,0.0001271136,0.9978431],"genre_scores_gemma":[0.0001686841,0.00000828132,0.0000377808,0.0003375538,0.001752593,0.000001956364,0.00002116204,0.00003498782,0.997637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3658276,"threshold_uncertainty_score":0.99481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08706317715029814,"score_gpt":0.210675313992866,"score_spread":0.1236121368425678,"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."}}