{"id":"W4231540099","doi":"10.1090/spec/079/11","title":"Chapter K","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":[0.0002059507,0.0007561638,0.000609329,0.0004239274,0.0001432341,0.0000807289,0.0005730357,0.0005940662,0.2025374],"category_scores_gemma":[0.00001316864,0.0007569549,0.000353642,0.00002959977,0.0004028163,0.0000802921,0.0002884846,0.000703364,0.4330876],"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":0.000041023,"about_ca_topic_score_gemma":0.0003014634,"domain_scores_codex":[0.9974068,0.00001061837,0.0004171586,0.0008821657,0.0006392167,0.0006440767],"domain_scores_gemma":[0.9980331,0.00002523946,0.0003337162,0.001331556,0.00006544512,0.0002109174],"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":[0.00006832634,0.00001522359,0.00001879344,0.00002571323,0.0001924427,0.0001922072,0.0001239352,1.688625e-7,0.000132399,0.8850172,0.1130716,0.001142013],"study_design_scores_gemma":[0.0002317376,0.0001419868,0.00005397607,0.0001115739,0.00009291219,0.00005632897,0.000002395336,0.000006944857,0.0003249,0.1771203,0.821147,0.0007099784],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001050588,0.0003972579,0.00002744625,0.0004890634,0.0008222803,0.0003866217,0.0003410681,0.0006740653,0.9967571],"genre_scores_gemma":[0.006261879,0.0000503993,0.000191958,0.0002262725,0.002946822,0.000007858153,0.00009850054,0.0008216727,0.9893947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7080754,"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."}}