{"id":"W4320724190","doi":"10.7765/9781526163455.00009","title":"Pumpjacks, playgrounds and cheap lives","year":2023,"lang":"en","type":"book-chapter","venue":"Manchester University Press eBooks","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sign (mathematics); Sight; Arch; Object (grammar); Art; History; Art history; Geography; Engineering; Genealogy; Visual arts; Archaeology; Computer science; Physics; Artificial intelligence; Mathematics; Astronomy","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"],"consensus_categories":[],"category_scores_codex":[0.0000739666,0.0003502726,0.0003832113,0.0001782409,0.0006640158,0.0001031626,0.0002769583,0.0002204054,0.000146182],"category_scores_gemma":[0.000002191591,0.0003895261,0.0001698749,0.000001971725,0.0009016265,0.00009548113,0.0002571062,0.0004314653,0.00005120324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001055658,"about_ca_system_score_gemma":0.00004507651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002047245,"about_ca_topic_score_gemma":0.0006161776,"domain_scores_codex":[0.9989367,0.00003441469,0.0001466371,0.0004205328,0.0002097525,0.0002520109],"domain_scores_gemma":[0.9993211,0.00008970814,0.0001353562,0.0002796039,0.00005692149,0.0001173148],"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":[0.00005113288,0.000005949676,0.000001169793,0.0001607375,0.0001556364,0.000158972,0.07670488,2.184094e-7,0.00000137514,0.9123692,0.007312814,0.003077928],"study_design_scores_gemma":[0.0002522239,0.00005966286,0.00001022993,0.0001171217,0.0001640116,0.000002682084,0.001180843,0.000002571217,0.000002622472,0.006230314,0.9915463,0.0004314217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001737726,0.0002426156,0.00002072362,0.00002176534,0.0005129178,0.0002524724,0.0001254286,0.0002648294,0.9983855],"genre_scores_gemma":[0.002251044,0.0001613607,0.00001849019,0.0001108498,0.0006949168,0.000001154277,0.0000300671,0.00007539111,0.9966567],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9842335,"threshold_uncertainty_score":0.9998556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05566507968291801,"score_gpt":0.182570031371359,"score_spread":0.126904951688441,"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."}}