{"id":"W4233789597","doi":"10.1007/978-1-4939-7131-2_100901","title":"Preference Propagation","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Preference; Mathematics; Statistics","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":["insufficient_payload"],"category_scores_codex":[0.00009830486,0.0001468096,0.0001046138,0.00008788953,0.00004317858,0.0002354011,0.001073402,0.00007541433,0.001323931],"category_scores_gemma":[0.000003465464,0.0001195137,0.00003478536,0.00002297606,0.00003472204,0.0005501371,0.0005942136,0.000082738,0.004088167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001658007,"about_ca_system_score_gemma":0.00002502462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001961161,"about_ca_topic_score_gemma":0.000004234587,"domain_scores_codex":[0.9991093,0.000003408392,0.0001332788,0.000391682,0.0002463029,0.0001160339],"domain_scores_gemma":[0.9990972,0.000008225446,0.00008695268,0.0007055016,0.00006597865,0.0000361157],"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":[2.540897e-7,0.000002429391,1.84251e-7,0.00000844144,0.000008611821,0.000002726044,0.00001378569,4.193171e-8,8.264773e-7,0.8613893,0.05501889,0.0835545],"study_design_scores_gemma":[0.00005147188,0.00005373825,0.000006578598,0.00004076636,0.000006799179,0.000001197348,4.665642e-7,0.00399627,0.00004543146,0.1470607,0.8485218,0.0002147825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.730233e-7,0.00001242345,0.3632269,0.0001132956,0.000233758,0.0001156731,0.000002594122,0.0001567788,0.6361384],"genre_scores_gemma":[0.0000386652,0.0000312171,0.0352397,0.00018437,0.0001994037,0.000004151991,0.00004169562,0.000009234906,0.9642516],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7935029,"threshold_uncertainty_score":0.999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05099018862218241,"score_gpt":0.226519684901054,"score_spread":0.1755294962788716,"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."}}