{"id":"W4237432095","doi":"10.1090/spec/079/13","title":"Chapter M","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":[0.0002058073,0.0007561495,0.0006093188,0.0004238488,0.000143231,0.00008072367,0.0005730159,0.0005940362,0.2022827],"category_scores_gemma":[0.00001322832,0.0007569396,0.0003536349,0.0000295946,0.0004027819,0.00008028466,0.0002884766,0.0007033273,0.4330359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897458,"about_ca_system_score_gemma":0.00004552274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004094893,"about_ca_topic_score_gemma":0.0003011535,"domain_scores_codex":[0.9974067,0.00001061146,0.0004171399,0.000882132,0.0006393283,0.0006440567],"domain_scores_gemma":[0.9980332,0.00002536663,0.0003337045,0.001331417,0.00006545469,0.0002109117],"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":[0.00006841291,0.00001524159,0.00001885281,0.00002574533,0.0001926849,0.0001924502,0.0001237593,1.688907e-7,0.000132566,0.8845662,0.1135149,0.001148942],"study_design_scores_gemma":[0.0002316615,0.0001419429,0.00005397496,0.0001115303,0.0000928831,0.0000563099,0.000002392916,0.000006937875,0.0003248091,0.1774169,0.8208509,0.0007097502],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001052586,0.0003964893,0.00002741883,0.000490569,0.0008212583,0.0003866097,0.000341066,0.000674442,0.9967569],"genre_scores_gemma":[0.006219015,0.00005063564,0.00019295,0.0002262491,0.002946443,0.000007858262,0.0000985016,0.000821693,0.9894366],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.707336,"threshold_uncertainty_score":0.9994882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074796752620835,"score_gpt":0.2263938331427726,"score_spread":0.2056458656165643,"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."}}