{"id":"W4248788654","doi":"10.1090/spec/079/14","title":"Chapter N","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":"Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0003811206,0.001219272,0.00074634,0.002898168,0.002344506,0.006601735,0.001497936,0.001644848,0.6885908],"category_scores_gemma":[0.001942138,0.0003794598,0.0005352344,0.002959489,0.000733179,0.004030299,0.002684365,0.002246273,0.6159717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001720795,"about_ca_system_score_gemma":0.002065964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003826748,"about_ca_topic_score_gemma":0.01041777,"domain_scores_codex":[0.9995165,0.0000545672,0.00001392654,0.00008428715,0.0002728173,0.00005791635],"domain_scores_gemma":[0.9994549,0.00008443071,0.00002008793,0.00005824355,0.0002469874,0.0001352871],"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":[0.000008421617,0.00002204441,0.00003764198,0.0000866902,0.000001252411,0.00001768729,0.0000667335,0.00003509127,0.0001265208,0.01000623,0.9112721,0.0783195],"study_design_scores_gemma":[0.000001061108,0.000002512719,0.00004328663,0.00007640285,6.738709e-7,0.00002024932,0.00003717322,0.00001502293,0.00002874705,0.001851012,0.997922,0.000001955267],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000113573,0.002341054,0.0006577857,0.0009012696,0.002182226,0.0000378636,0.000446194,0.0003540527,0.9929661],"genre_scores_gemma":[0.0004063034,0.0009869785,0.0002195647,0.0003607135,0.0002428657,0.00002418807,0.0003294636,0.0001908377,0.9972391],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6885908,"threshold_uncertainty_score":0,"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."}}