{"id":"W4241310915","doi":"10.1090/spec/079/19","title":"Chapter U","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":[0.0002036297,0.0007539413,0.0006057553,0.0004259079,0.0001432527,0.00008315967,0.0005852002,0.0005904611,0.2022847],"category_scores_gemma":[0.0000134217,0.0007547786,0.0003472488,0.00003034592,0.0004010613,0.00008299218,0.0002904726,0.0007008407,0.4226231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002867773,"about_ca_system_score_gemma":0.00004622592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004166511,"about_ca_topic_score_gemma":0.0003099342,"domain_scores_codex":[0.9974092,0.00001043024,0.0004171324,0.0008811207,0.0006410178,0.0006410578],"domain_scores_gemma":[0.9980359,0.00002510149,0.0003339917,0.001327642,0.00006668157,0.0002106542],"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":[0.00007013894,0.00001556928,0.00002001168,0.00002776965,0.0001949119,0.0001974046,0.0001253673,1.774154e-7,0.00012896,0.884509,0.113544,0.001166705],"study_design_scores_gemma":[0.0002296024,0.0001387508,0.00005346514,0.0001113422,0.00009228723,0.00005489132,0.00000230941,0.000006797158,0.0003327567,0.1808672,0.817405,0.0007056035],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001018658,0.0004017981,0.00003006558,0.0004941197,0.0008061973,0.000378223,0.0003412596,0.0006732171,0.9967732],"genre_scores_gemma":[0.00639352,0.0000510587,0.0001871817,0.0002292711,0.00293969,0.000007661707,0.00009897805,0.0008212663,0.9892714],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7038611,"threshold_uncertainty_score":0.9994903,"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."}}