{"id":"W4250835193","doi":"10.17104/9783406741722-157","title":"XI","year":2019,"lang":"eu","type":"book-chapter","venue":"","topic":"Technology, Environment, Urban Planning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009132749,0.0005558318,0.0005474032,0.0002457352,0.0002396926,0.000155942,0.0004400289,0.0006323679,0.1096262],"category_scores_gemma":[0.000007235082,0.0005091825,0.0002241598,0.000004472745,0.0006331246,0.0001210695,0.0002957835,0.0007931101,0.04526601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000946346,"about_ca_system_score_gemma":0.00002624097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000815336,"about_ca_topic_score_gemma":0.0001217247,"domain_scores_codex":[0.9982472,0.000008137015,0.000423722,0.0006318924,0.0002695022,0.0004195108],"domain_scores_gemma":[0.9986787,0.00007530532,0.0002871918,0.000873209,0.00001955411,0.00006605333],"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":[0.000006729697,0.00001606738,0.00008991956,0.00004665005,0.0001531826,0.00003166882,0.0004062542,0.000001504594,0.00001817701,0.9330539,0.06423639,0.001939555],"study_design_scores_gemma":[0.0002342705,0.0001376673,0.00007591133,0.0001603109,0.0001133666,0.00001054684,0.000384711,0.00001509162,0.0000232355,0.006494165,0.9917092,0.0006414852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005975734,0.001200513,0.00002223326,0.0006023831,0.001223817,0.0003907335,0.0001825258,0.000426415,0.9953538],"genre_scores_gemma":[0.03689438,0.0003527028,0.000112045,0.0007536788,0.0006364071,0.000005076039,0.00009269493,0.0001317794,0.9610212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9274728,"threshold_uncertainty_score":0.999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03330640297672215,"score_gpt":0.1974206249701032,"score_spread":0.164114221993381,"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."}}