{"id":"W7117962252","doi":"10.1007/978-981-95-2844-8_17","title":"AMM Pricing Functions: Concepts and Challenges","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Conceptual framework; Risk management; Management system","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":[],"consensus_categories":[],"category_scores_codex":[0.00006965564,0.0002122581,0.0002481766,0.0001883905,0.00008437473,0.0005444563,0.00008531856,0.0001445661,0.0006707682],"category_scores_gemma":[0.0000128361,0.0001894369,0.00006563912,0.00001357221,0.0000413596,0.00172661,0.0002072127,0.0001104131,0.0006755596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000183087,"about_ca_system_score_gemma":0.00001184422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000450014,"about_ca_topic_score_gemma":0.0001854089,"domain_scores_codex":[0.9993229,6.435629e-8,0.0002040065,0.0002786272,0.00005655063,0.0001378748],"domain_scores_gemma":[0.999636,0.00002635398,0.0001287685,0.0001541287,0.00004678323,0.000007953789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004145187,0.000003335984,0.00000807602,0.0002548627,0.000039222,0.000001821496,0.000002991238,0.00000155094,8.209921e-8,0.8701843,0.00963503,0.1198646],"study_design_scores_gemma":[0.0001209981,0.000003884083,0.00002615461,0.0001350355,0.00004100099,7.564951e-7,0.0001548606,0.0001326468,1.230675e-7,0.1065038,0.8926624,0.0002183466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002023319,0.00218135,0.00002921571,0.0003843798,0.0004237975,0.0001446423,0.000002548408,0.0001136747,0.9965181],"genre_scores_gemma":[0.005522113,0.001995337,0.00003459621,0.001699412,0.0008879263,0.000005144276,0.00005759098,0.00003040885,0.9897675],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8830274,"threshold_uncertainty_score":0.8683177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03577919560769836,"score_gpt":0.2039409614010446,"score_spread":0.1681617657933462,"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."}}