{"id":"W4256527274","doi":"10.1007/978-94-007-2521-8_9","title":"Conclusions","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Formalism (music); Property (philosophy); Computer science; Epistemology; Philosophy; Art","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002283593,0.0007115202,0.0004022643,0.001178629,0.001836485,0.005106144,0.001739153,0.00186559,0.3350525],"category_scores_gemma":[0.009888134,0.0002060622,0.0007737874,0.0008799101,0.001139996,0.003084866,0.001808428,0.001959002,0.1051166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003042709,"about_ca_system_score_gemma":0.003328484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007557742,"about_ca_topic_score_gemma":0.006686796,"domain_scores_codex":[0.9979727,0.0002744638,0.00006290821,0.0005042714,0.0008862521,0.0002993171],"domain_scores_gemma":[0.996489,0.000619214,0.0001421551,0.0004977596,0.001794858,0.0004570408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005295648,0.0001314898,0.003566252,0.0008621709,0.00005432313,0.0003407863,0.001193929,0.000730723,0.00274812,0.1830553,0.5304061,0.2763812],"study_design_scores_gemma":[0.00003313716,0.00003016438,0.002376196,0.0003604617,0.00002638903,0.000155276,0.001270169,0.000220105,0.001823677,0.03041227,0.9632788,0.00001333398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004800814,0.002344326,0.00780119,0.02485924,0.005399739,0.000163876,0.002621155,0.0006674101,0.9513422],"genre_scores_gemma":[0.1056746,0.003596553,0.006757978,0.02676536,0.001954519,0.0002722024,0.005047409,0.0009819479,0.8489494],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3350525,"threshold_uncertainty_score":0.9484669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05318004891117926,"score_gpt":0.2311493683755436,"score_spread":0.1779693194643643,"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."}}