{"id":"W7021977325","doi":"","title":"Into the Hedge","year":2023,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hedge; Hedge fund; Scale (ratio); Component (thermodynamics); Chose","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001178768,0.00002983754,0.0001162683,0.0000335316,0.000224712,0.0000427997,0.0002856059,0.00005798178,0.00006065564],"category_scores_gemma":[0.00001141121,0.00009298103,0.0000752052,0.000294218,0.0001356107,0.00009450583,0.00008513056,0.0001258301,0.0001485441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002734886,"about_ca_system_score_gemma":0.00001612971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01984746,"about_ca_topic_score_gemma":0.1372149,"domain_scores_codex":[0.9994646,0.00002434685,0.00005488533,0.0001369778,0.0001380612,0.0001811153],"domain_scores_gemma":[0.9996306,0.00005126103,0.00001610303,0.0002107677,0.00003257668,0.00005866158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000002982556,0.00001619617,0.002762702,0.000103135,0.00005441952,0.0001350287,0.002815591,0.002578022,0.0004668851,0.00000283649,0.05531664,0.9357455],"study_design_scores_gemma":[0.000270214,0.00001889416,0.9834998,0.00003283787,0.00001673129,0.00001594177,0.001130534,0.009063219,0.000002603733,0.002364698,0.003445694,0.0001387995],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889035,0.0001902971,0.004435141,0.00006954842,0.0001660307,0.0001118038,0.00002260864,0.0004408201,0.005660306],"genre_scores_gemma":[0.9985835,0.0001662473,0.0001772656,0.00002393975,0.00003765556,3.789939e-7,0.000008543525,0.00001550739,0.0009869819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9807371,"threshold_uncertainty_score":0.9866794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104839590840661,"score_gpt":0.1691678260595198,"score_spread":0.1586838669754537,"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."}}