{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003181924,0.001179057,0.0006754735,0.002426134,0.002256955,0.007219949,0.001432214,0.001499217,0.6331104],"category_scores_gemma":[0.00167494,0.000382581,0.0005615874,0.002610188,0.0007843553,0.00424998,0.002470822,0.002248405,0.5538381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818656,"about_ca_system_score_gemma":0.002115349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004281944,"about_ca_topic_score_gemma":0.01027921,"domain_scores_codex":[0.9995925,0.00004398611,0.00001232717,0.00007511309,0.0002229774,0.00005323274],"domain_scores_gemma":[0.9995433,0.00006807632,0.00001646559,0.0000552017,0.0002106372,0.000106328],"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":[0.00000874034,0.00002138352,0.00003648037,0.00009229329,0.000001388705,0.00001796645,0.00009446466,0.00003886017,0.000154699,0.01680811,0.9014915,0.08123418],"study_design_scores_gemma":[9.927836e-7,0.000002384266,0.00004273144,0.00007274598,7.948732e-7,0.00002137849,0.00004988855,0.0000166946,0.00003419448,0.002922834,0.996833,0.000002228875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001352533,0.002475466,0.0008347607,0.001044289,0.002081691,0.00003599261,0.0004608346,0.0003814479,0.9925503],"genre_scores_gemma":[0.0005157452,0.001036752,0.0002704708,0.000331378,0.0002406482,0.00002156417,0.0003200991,0.0002258386,0.9970375],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6331104,"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."}}