{"id":"W4254287304","doi":"10.1090/spec/033/02","title":"Analysis","year":2001,"lang":"en","type":"other","venue":"MAA spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York 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":[0.00008774042,0.0003444157,0.0005764329,0.001858086,0.00003046544,0.00004188038,0.0003594446,0.0003129259,0.4229683],"category_scores_gemma":[0.00001029639,0.0003386403,0.0003792838,0.002288647,0.0000587373,0.00001215993,0.00006299117,0.0002525513,0.1031434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001531851,"about_ca_system_score_gemma":0.00002149517,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007493944,"about_ca_topic_score_gemma":0.02324113,"domain_scores_codex":[0.9984748,0.00005069372,0.0001605092,0.0005079481,0.0003527309,0.0004533028],"domain_scores_gemma":[0.9987251,0.00000870254,0.0002080332,0.000951577,0.000005336213,0.0001013126],"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":[0.000003155062,0.00003903552,0.01234089,0.000008292715,0.002070033,0.00009812347,0.000007396303,0.000007581447,0.000007371316,0.0003705644,0.9846664,0.0003811718],"study_design_scores_gemma":[0.000139707,0.00001158985,0.001607003,0.00001582216,0.001641084,0.00000450147,0.000007191899,0.00004470956,0.00001764529,0.0001363822,0.9959947,0.0003796658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001752777,0.0008319933,0.0004976744,0.0001235982,0.0001610237,0.000149106,0.0002691886,0.001232071,0.9967178],"genre_scores_gemma":[0.001020293,0.0000700314,0.0002482696,0.00004004288,0.0008984614,0.00001026258,0.000230607,0.00204319,0.9954388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3198249,"threshold_uncertainty_score":0.9999065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008068213170526693,"score_gpt":0.2420006981611235,"score_spread":0.2339324849905969,"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."}}