{"id":"W4405600127","doi":"10.2139/ssrn.5006666","title":"Designing Pandora's Box: Product Rankings and Marketplace Participation","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Product (mathematics); Business; Computer science; Mathematics","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":[0.004853224,0.000486017,0.0005350459,0.0007594115,0.001528752,0.003697906,0.0007976479,0.0008135073,0.02815399],"category_scores_gemma":[0.01374835,0.000528786,0.0003753523,0.0009038743,0.0009306109,0.006850694,0.002293427,0.0009473451,0.003211132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000643554,"about_ca_system_score_gemma":0.002130687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002373822,"about_ca_topic_score_gemma":0.005671452,"domain_scores_codex":[0.997914,0.001388178,0.00006594851,0.0002064463,0.0002719099,0.0001535008],"domain_scores_gemma":[0.9949084,0.003268043,0.0002917902,0.0005334828,0.0006417056,0.0003566061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001595077,0.0008605518,0.02010645,0.0007506306,0.0001088765,0.0002835677,0.006236881,0.01072054,0.01024955,0.3402332,0.06237413,0.5464805],"study_design_scores_gemma":[0.0006255017,0.001713183,0.01369187,0.0004383734,0.0002570188,0.0003375923,0.01085058,0.3039914,0.0259026,0.3477511,0.2941709,0.000269837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1615903,0.0002750272,0.7338342,0.003817279,0.0003321385,0.0009953922,0.0009090321,0.009941205,0.08830551],"genre_scores_gemma":[0.6170099,0.0001468598,0.3600604,0.0003561205,0.00005349638,0.0007936981,0.0006648732,0.0008904778,0.02002413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02815399,"threshold_uncertainty_score":0.09418446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572337888887336,"score_gpt":0.2534420507040331,"score_spread":0.2377186718151597,"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."}}