{"id":"W4406212842","doi":"10.2139/ssrn.5066503","title":"Operations Management under Paradox of Choice","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Economics; Business","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":[0.009474273,0.0004344332,0.001479401,0.001483515,0.001962512,0.007808711,0.001199377,0.003838259,0.008542012],"category_scores_gemma":[0.03487129,0.0003936246,0.0008529412,0.001546382,0.008269564,0.01376478,0.003567101,0.004104072,0.0004642535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003086282,"about_ca_system_score_gemma":0.002839759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285131,"about_ca_topic_score_gemma":0.0006507002,"domain_scores_codex":[0.9954538,0.002157152,0.0002572538,0.0005907649,0.0009213174,0.0006196174],"domain_scores_gemma":[0.9750714,0.01696807,0.001879208,0.002672381,0.00153407,0.001874792],"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":[0.00005149273,0.00002394536,0.0002089075,0.00002569756,0.00001062954,0.0001119064,0.0001425945,0.001339227,0.0001213408,0.9953288,0.0007518586,0.001883636],"study_design_scores_gemma":[0.00001659158,0.00000626537,0.00004286425,0.000003064245,0.000002547573,0.00002835649,0.0000730626,0.0040682,0.00002387616,0.9953453,0.0003859098,0.000003943004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.51386,0.002349981,0.1591784,0.06717769,0.00108491,0.0001552583,0.0004155132,0.0002248705,0.2555534],"genre_scores_gemma":[0.9892484,0.000363404,0.004232383,0.0006467975,0.000290468,0.00003690805,0.00003293862,0.00001771836,0.005130867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009474273,"threshold_uncertainty_score":0.05010539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686628624221315,"score_gpt":0.2537003343030355,"score_spread":0.2368340480608223,"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."}}