{"id":"W2151708337","doi":"10.1287/msom.1060.0137","title":"Inventory, Speculation, and Sourcing Strategies in the Presence of Online Exchanges","year":2007,"lang":"en","type":"article","venue":"Manufacturing & Service Operations Management","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Speculation; Business; Pooling; Industrial organization; Spot market; Revenue; Supply chain; Product (mathematics); Spot contract; Commerce; Microeconomics; Marketing; Economics; Finance","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":[0.003612634,0.0003769331,0.0005880847,0.0004670537,0.0005395545,0.002114104,0.0008220577,0.001532753,0.003718958],"category_scores_gemma":[0.02329117,0.0004757813,0.0003194167,0.0007274606,0.001144847,0.002810674,0.001298943,0.001366956,0.000250392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008014147,"about_ca_system_score_gemma":0.0005977243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003861215,"about_ca_topic_score_gemma":0.00277261,"domain_scores_codex":[0.9992998,0.0003407179,0.00003665051,0.0001081274,0.00008106068,0.0001336491],"domain_scores_gemma":[0.9701127,0.02189247,0.00553298,0.00082099,0.0006058695,0.001035012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003812373,0.00213514,0.3720446,0.0002195162,0.0003932524,0.004520102,0.004532184,0.437575,0.01274938,0.1004824,0.002144162,0.05939189],"study_design_scores_gemma":[0.0002128672,0.0005670124,0.0596474,0.0000227016,0.0001127966,0.0003058983,0.002259597,0.8773862,0.001746779,0.05672057,0.0009376669,0.00008050195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925836,0.00008852163,0.00511344,0.0003667292,0.000006485859,0.000009531958,0.00004145362,0.00001626666,0.001774016],"genre_scores_gemma":[0.9989649,0.00004068366,0.0005262144,0.00001889173,0.000005888759,0.000005055094,0.00001993434,0.000002251504,0.0004161482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003861215,"threshold_uncertainty_score":0.01910567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06168674676063257,"score_gpt":0.3519538531940435,"score_spread":0.290267106433411,"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."}}