{"id":"W4230334928","doi":"10.1090/spec/079/07","title":"Chapter G","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":[0.0002059511,0.0007561641,0.0006093298,0.0004238601,0.0001432341,0.00008072897,0.0005730351,0.0005940661,0.2025401],"category_scores_gemma":[0.00001316934,0.0007569552,0.0003536421,0.00002959525,0.0004028163,0.00008029213,0.0002884849,0.0007033641,0.4330879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289798,"about_ca_system_score_gemma":0.00004552772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000410235,"about_ca_topic_score_gemma":0.0003014221,"domain_scores_codex":[0.9974068,0.00001061838,0.0004171589,0.0008821666,0.0006392176,0.0006440769],"domain_scores_gemma":[0.9980332,0.00002523949,0.0003337163,0.001331543,0.00006544525,0.0002109175],"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":[0.00006832743,0.00001522381,0.00001880651,0.00002571399,0.0001924456,0.0001922099,0.000123937,1.688648e-7,0.0001323808,0.8850281,0.1130604,0.001142257],"study_design_scores_gemma":[0.0002317397,0.000141988,0.00005400129,0.0001115764,0.00009291293,0.00005632935,0.000002395353,0.000006944883,0.0003249053,0.1771216,0.8211457,0.0007099835],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001050912,0.0003972967,0.00002744628,0.0004890618,0.0008222844,0.0003866251,0.0003410696,0.000674068,0.996757],"genre_scores_gemma":[0.006262317,0.000050413,0.0001919635,0.0002262886,0.00294692,0.000007858425,0.00009850378,0.0008216993,0.989394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7080852,"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."}}