{"id":"W4229719288","doi":"10.1090/spec/079/16","title":"Chapter R","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":[0.0002059301,0.000756164,0.0006093282,0.0004239114,0.000143234,0.00008072875,0.0005730354,0.0005940662,0.2025225],"category_scores_gemma":[0.00001316909,0.0007569551,0.0003536409,0.00002959818,0.0004028164,0.00008029209,0.0002884846,0.0007033641,0.4330865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289798,"about_ca_system_score_gemma":0.00004552771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004102349,"about_ca_topic_score_gemma":0.0003014651,"domain_scores_codex":[0.9974068,0.00001061816,0.0004171579,0.0008821659,0.0006392142,0.0006440767],"domain_scores_gemma":[0.9980331,0.00002523933,0.0003337159,0.001331554,0.0000654451,0.0002109174],"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":[0.00006832494,0.00001522325,0.00001879363,0.00002571305,0.0001924371,0.0001922029,0.0001239324,1.688274e-7,0.0001323909,0.8849619,0.1131265,0.001142381],"study_design_scores_gemma":[0.0002317384,0.000141987,0.00005396924,0.0001115757,0.00009290777,0.00005632895,0.000002395336,0.000006946434,0.0003249011,0.1771194,0.8211478,0.0007099793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001050113,0.0003972965,0.00002743874,0.0004890616,0.000822283,0.0003866248,0.0003410693,0.000674544,0.9967567],"genre_scores_gemma":[0.006257876,0.00005041335,0.000192048,0.0002262895,0.002946935,0.00000785847,0.00009850456,0.0008218827,0.9893982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7080213,"threshold_uncertainty_score":0.9994881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02073527014478816,"score_gpt":0.2262255912654893,"score_spread":0.2054903211207012,"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."}}