{"id":"W4254197479","doi":"10.1090/spec/079/12","title":"Chapter L","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003345097,0.001181438,0.0006274709,0.002752574,0.002285793,0.007254109,0.001433452,0.001588461,0.6034901],"category_scores_gemma":[0.001650949,0.0004045657,0.0005013176,0.002510909,0.0008595584,0.004154529,0.002548802,0.002421855,0.508553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001964184,"about_ca_system_score_gemma":0.002157462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004045711,"about_ca_topic_score_gemma":0.0101098,"domain_scores_codex":[0.9995919,0.00005129377,0.00001153878,0.00007030337,0.0002261567,0.00004878613],"domain_scores_gemma":[0.9995924,0.00007607049,0.00001627756,0.00004799179,0.0001688438,0.00009845333],"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":[0.000008779597,0.00002400022,0.0000374073,0.00009602752,0.000001354157,0.0000192487,0.0001092214,0.00003831184,0.0001421045,0.01820382,0.8954576,0.0858622],"study_design_scores_gemma":[9.571529e-7,0.000002292137,0.00003873145,0.00007714351,6.700279e-7,0.00002005075,0.00004579083,0.00001553852,0.00003333476,0.002903096,0.9968605,0.000001942338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001247222,0.003088403,0.0008300814,0.001025038,0.001673678,0.00003316721,0.0004269475,0.0003862001,0.9924118],"genre_scores_gemma":[0.0005429452,0.001279659,0.0002812015,0.0003834254,0.0002586212,0.00002492882,0.0003221701,0.0002390813,0.9966679],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3965099,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106988048119674,"score_gpt":0.22665204463329,"score_spread":0.2055821641520933,"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."}}