{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006125701,0.0003811049,0.0001978047,0.000445626,0.008091055,0.006032139,0.0006391543,0.001474334,0.05164354],"category_scores_gemma":[0.001363093,0.000273533,0.0002539759,0.0003967049,0.007687266,0.004189324,0.005810633,0.002634562,0.007862689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003140033,"about_ca_system_score_gemma":0.004363786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03954313,"about_ca_topic_score_gemma":0.1400637,"domain_scores_codex":[0.9993075,0.0001777019,0.00001345463,0.0001122719,0.0002470325,0.0001419714],"domain_scores_gemma":[0.9994857,0.00005406464,0.00001520176,0.00009868054,0.000126211,0.0002201005],"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":[0.00008609321,0.00006320629,0.002805656,0.0001690859,0.00001185624,0.0007683964,0.0485172,0.0004776171,0.003028557,0.5415796,0.250375,0.1521177],"study_design_scores_gemma":[0.000003078201,0.00001986154,0.0003736241,0.00006154981,0.000002983702,0.00009816103,0.008215239,0.00009407592,0.0001637676,0.01008186,0.9808787,0.00000715364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02823533,0.001720255,0.01152887,0.01395163,0.001731765,0.00008509585,0.0001322368,0.0008195969,0.9417952],"genre_scores_gemma":[0.324819,0.001702148,0.01563354,0.006535661,0.0002103215,0.0000651294,0.0001673939,0.0007157092,0.6501511],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05164354,"threshold_uncertainty_score":0.1727648,"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."}}