{"id":"W4230389627","doi":"10.17104/9783406741722-202","title":"XIV","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":[0.00009548125,0.0005678405,0.0005572852,0.000247237,0.0002443911,0.0001586673,0.0004509608,0.0006429476,0.1252788],"category_scores_gemma":[0.000007446965,0.0005206927,0.0002289762,0.000004626998,0.0006456916,0.0001242712,0.0002988269,0.0008058903,0.06121062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009489118,"about_ca_system_score_gemma":0.00002728604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005051164,"about_ca_topic_score_gemma":0.0001418265,"domain_scores_codex":[0.9982107,0.000008399483,0.0004329352,0.0006513065,0.0002695891,0.0004270246],"domain_scores_gemma":[0.9986466,0.00007644254,0.0002938847,0.0008950484,0.00002020251,0.00006782123],"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":[0.000007025242,0.00001657438,0.00007873618,0.00004710771,0.0001557093,0.00003228613,0.0003815713,0.000001595428,0.00002063747,0.9259675,0.07205723,0.001233996],"study_design_scores_gemma":[0.0002365729,0.0001008632,0.00006587221,0.0001629744,0.0001154769,0.00001041921,0.0003549001,0.00001689388,0.00002451206,0.006196437,0.9920596,0.0006554317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005976066,0.00116339,0.00002369762,0.0008185362,0.001217882,0.0003970455,0.0001664209,0.0004359643,0.9951795],"genre_scores_gemma":[0.03213885,0.0003534079,0.0001134064,0.000720756,0.0006418249,0.00000522554,0.00008674808,0.0001358504,0.9658039],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9200024,"threshold_uncertainty_score":0.9997244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306618260709808,"score_gpt":0.1946504806069693,"score_spread":0.1615842979998712,"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."}}