{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002058263,0.0007560948,0.0006092379,0.0004240431,0.0001431032,0.00008069802,0.0005726906,0.0005940031,0.1994557],"category_scores_gemma":[0.0000130583,0.0007569009,0.0003536064,0.00002959724,0.0003959608,0.0000802756,0.000288395,0.0007032406,0.4330517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897132,"about_ca_system_score_gemma":0.00004550519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004149964,"about_ca_topic_score_gemma":0.000304851,"domain_scores_codex":[0.9974076,0.00001061632,0.000417082,0.0008819902,0.0006388479,0.0006439169],"domain_scores_gemma":[0.998035,0.00002487344,0.0003336848,0.001331294,0.00006432302,0.0002108616],"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":[0.00006798964,0.00001514691,0.00001898042,0.00002558388,0.0001914701,0.0001912483,0.0001229261,1.67984e-7,0.0001309251,0.884982,0.1131316,0.001121944],"study_design_scores_gemma":[0.0002313352,0.0001417109,0.00005425141,0.0001113764,0.00009274457,0.0000562288,0.000002403203,0.000006922849,0.0003244068,0.1787269,0.8195431,0.0007086949],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001051333,0.0003956881,0.00002739343,0.0005074118,0.0008219695,0.000386674,0.0003410681,0.0006739994,0.9967406],"genre_scores_gemma":[0.006337891,0.00005061133,0.000191687,0.0002258332,0.002943554,0.000007857973,0.00009849847,0.0008216456,0.9893224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7064115,"threshold_uncertainty_score":0.9994882,"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."}}