{"id":"W3162882748","doi":"10.2139/ssrn.3773931","title":"Busy Season and Proxy Recommendations","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Proxy (statistics); Business; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0153171,0.0004399379,0.0009521404,0.003601732,0.005488546,0.0150313,0.002248409,0.008236,0.1390937],"category_scores_gemma":[0.1771921,0.0006577232,0.0007022868,0.004622286,0.002609575,0.01019617,0.003245687,0.009067115,0.0214066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004159097,"about_ca_system_score_gemma":0.007510297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03000405,"about_ca_topic_score_gemma":0.04999709,"domain_scores_codex":[0.9841399,0.005195128,0.00125874,0.001512442,0.004929969,0.002963828],"domain_scores_gemma":[0.899493,0.04266869,0.009817957,0.01321656,0.02108076,0.0137229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001982962,0.00007879766,0.008419947,0.000120397,0.00002632307,0.0003149563,0.001407353,0.0001236936,0.000104765,0.1010596,0.8488026,0.0393433],"study_design_scores_gemma":[0.00008080483,0.00006048229,0.0207298,0.0005136541,0.00004348348,0.0002327668,0.007978319,0.0006347082,0.0003199151,0.045607,0.9237184,0.00008067639],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02188707,0.0053375,0.002755723,0.3059161,0.01755058,0.0002324482,0.003048772,0.0004481898,0.6428236],"genre_scores_gemma":[0.3868752,0.004544401,0.00443006,0.1358893,0.01261917,0.0003208292,0.003342901,0.00116487,0.4508131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1390937,"threshold_uncertainty_score":0.4653149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009888369659027597,"score_gpt":0.214764168880205,"score_spread":0.2048757992211774,"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."}}