{"id":"W4251017529","doi":"10.1090/spec/079/18","title":"Chapter T","year":2018,"lang":"en","type":"book-chapter","venue":"MAA spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002057904,0.0007560793,0.0006092148,0.0004241361,0.0001431877,0.00008070362,0.0005728886,0.0005940516,0.2036878],"category_scores_gemma":[0.00001316142,0.0007569028,0.0003536126,0.00002960079,0.0004026337,0.00008027994,0.0002886918,0.0007030036,0.4328785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897269,"about_ca_system_score_gemma":0.00004551336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004097506,"about_ca_topic_score_gemma":0.000296456,"domain_scores_codex":[0.9974069,0.0000106092,0.0004170713,0.0008825068,0.000639027,0.0006439108],"domain_scores_gemma":[0.9980328,0.00002515791,0.0003336754,0.001332056,0.00006543318,0.0002108976],"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":[0.00006849645,0.0000152688,0.00001872704,0.0000257788,0.0001930187,0.0001926382,0.0001241516,1.801459e-7,0.0001351859,0.8873457,0.1107405,0.001140376],"study_design_scores_gemma":[0.0002316666,0.000141969,0.00005116329,0.0001115848,0.00009293189,0.00005633171,0.000002288923,0.000007374539,0.0003283719,0.1769283,0.8213379,0.0007101242],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001076569,0.0003945456,0.00002714408,0.0004881831,0.0008222155,0.0003864679,0.0003409862,0.0006740266,0.9967588],"genre_scores_gemma":[0.006367044,0.00005031987,0.0001917416,0.0002261805,0.002946873,0.000007858353,0.00009837623,0.0008217851,0.9892898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7105974,"threshold_uncertainty_score":0.9994882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074197447483703,"score_gpt":0.2263220068024403,"score_spread":0.2055800323276033,"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."}}