{"id":"W7013138555","doi":"","title":"Introduction","year":2023,"lang":"en","type":"other","venue":"BIROn (Birkbeck, University of London)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surplus value; Population; Capitalism; Context (archaeology); Value (mathematics); Capital (architecture); Welfare","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":[0.0002426633,0.0004575775,0.0007008914,0.001313329,0.0001131782,0.0000146777,0.0007195786,0.0005888838,0.01863389],"category_scores_gemma":[0.00006673064,0.0006028796,0.0003124603,0.0008436919,0.0004694731,0.000168546,0.0002986504,0.0003988606,0.05129354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004422869,"about_ca_system_score_gemma":0.0001494495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007212942,"about_ca_topic_score_gemma":0.0138729,"domain_scores_codex":[0.997722,0.0001444123,0.0002117115,0.0008389563,0.0006160449,0.0004669162],"domain_scores_gemma":[0.9980328,0.0000488018,0.0006331798,0.001017769,0.00009458332,0.0001728306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001351437,0.000111851,0.0003715536,0.0001389301,0.0002414255,0.00008221913,0.0001215899,0.00001833631,0.0005707499,0.0008852871,0.9954212,0.001901771],"study_design_scores_gemma":[0.00119717,0.00008692773,0.002054065,0.0001622464,0.0002470167,0.000007976289,0.0004006825,0.00001381604,0.0001065858,0.00003122895,0.9951649,0.000527332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001742614,0.0008295732,0.000355225,0.001306631,0.002835468,0.001174339,0.001432224,0.008171041,0.9821529],"genre_scores_gemma":[0.0006248212,0.0006721072,0.0007848166,0.00001077144,0.001228753,3.615976e-7,0.0001941964,0.002244801,0.9942394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03265965,"threshold_uncertainty_score":0.9996423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052756415657974,"score_gpt":0.1900873328921559,"score_spread":0.1795597687355762,"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."}}