{"id":"W4386410435","doi":"10.4324/9781003246961-9","title":"Not Much Wriggle Room","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Architecture, Design, and Social History","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009279403,0.0002889762,0.0003500133,0.0001519687,0.0005658194,0.00006287151,0.0002077025,0.0002117118,0.0266158],"category_scores_gemma":[0.000006589035,0.0002494112,0.0002801801,0.000004035987,0.0002890219,0.00004155545,0.00005637473,0.0003697186,0.00721876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007622501,"about_ca_system_score_gemma":0.00008420469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002790134,"about_ca_topic_score_gemma":0.006619539,"domain_scores_codex":[0.9989429,0.00001179917,0.0002378183,0.0002932196,0.0002897241,0.0002245255],"domain_scores_gemma":[0.999415,0.00009134052,0.00009181669,0.0002536582,0.00007170166,0.00007647077],"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":[0.000006210955,0.000004225082,5.602914e-8,0.00002485431,0.00004785885,0.00001763007,0.01381073,1.438598e-7,0.000001146592,0.81358,0.1698418,0.002665352],"study_design_scores_gemma":[0.00006400877,0.00003797055,6.657409e-7,0.0000299868,0.00003549987,4.891266e-7,0.0002481295,0.000001386063,0.000002539128,0.1516086,0.8476762,0.0002945949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004269813,0.0002548159,0.0000426595,0.0001615708,0.001839809,0.0001712006,0.0001039677,0.0004473808,0.9969743],"genre_scores_gemma":[0.0008174091,0.000114011,0.00004302431,0.00084459,0.003294605,0.000009040346,0.00006900643,0.0001223994,0.9946859],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6778344,"threshold_uncertainty_score":0.9999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07024743427383744,"score_gpt":0.2189949645495515,"score_spread":0.148747530275714,"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."}}