{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002055926,0.0007559864,0.0006091311,0.000424037,0.0001431029,0.00008140538,0.0005734694,0.0005938079,0.202135],"category_scores_gemma":[0.00001325734,0.0007567789,0.0003535487,0.00002959759,0.0004020796,0.00008083867,0.0002887296,0.0007030091,0.4320844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897099,"about_ca_system_score_gemma":0.00004537789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004125822,"about_ca_topic_score_gemma":0.0003024913,"domain_scores_codex":[0.9974077,0.00001060754,0.0004169769,0.000881781,0.0006391946,0.0006437643],"domain_scores_gemma":[0.9980332,0.0000251473,0.0003336261,0.001331129,0.00006603194,0.0002108827],"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":[0.00006838532,0.00001527015,0.00001878252,0.00002600319,0.0001926538,0.0001919678,0.0001259098,1.699013e-7,0.0001357182,0.8853291,0.1127704,0.001125671],"study_design_scores_gemma":[0.000231784,0.00014207,0.00005483755,0.0001122665,0.00009296712,0.00005635208,0.000002405933,0.000007010878,0.0003237634,0.1765586,0.8217075,0.0007104091],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001060143,0.000398887,0.00002742493,0.0004837334,0.0008250917,0.0003861391,0.0003408235,0.0006739002,0.996758],"genre_scores_gemma":[0.006165021,0.0000503157,0.0001920759,0.0002250434,0.002939952,0.000007851264,0.00009839424,0.0008203005,0.9895011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7089372,"threshold_uncertainty_score":0.9994883,"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."}}