{"id":"W4411605867","doi":"10.2139/ssrn.5315760","title":"Convenience Lost","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"European Monetary and Fiscal Policies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Business; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009257876,0.00009419417,0.0001809039,0.0001703431,0.0001512828,0.00004541382,0.0002683296,0.00003932239,0.0001057063],"category_scores_gemma":[0.00006332139,0.00009952456,0.00009764172,0.0002138018,0.00006464958,0.0001692176,0.00003857141,0.0009040087,0.001164539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412405,"about_ca_system_score_gemma":0.0001730162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004744688,"about_ca_topic_score_gemma":0.00005480364,"domain_scores_codex":[0.9982833,0.00001596764,0.0003513731,0.0001666935,0.00002167404,0.001161048],"domain_scores_gemma":[0.999634,0.00002205684,0.0001361207,0.0001500448,0.00001510764,0.00004263009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009534454,0.00002143377,0.01814413,0.000002815263,0.00004949169,0.000001570118,0.00004611431,0.00001728773,0.000009944162,0.9798173,0.0005456974,0.00133468],"study_design_scores_gemma":[0.000324885,0.00008395149,0.01033598,0.00000903561,0.000004891111,0.00004457618,0.0001684301,0.0001299042,0.00002386858,0.8928562,0.09589451,0.0001237913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.284253,0.03369984,0.05912267,0.006079666,0.001040582,0.0001326291,0.0000186318,0.00004713811,0.6156058],"genre_scores_gemma":[0.9586107,0.004051387,0.00004953114,0.0007743682,0.0001318917,8.120392e-7,0.000001188708,0.000008956867,0.03637122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6743577,"threshold_uncertainty_score":0.9996132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183473358703659,"score_gpt":0.2030531636798191,"score_spread":0.1912184300927825,"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."}}