{"id":"W4247637972","doi":"10.1090/spec/033/06","title":"Applications","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":[0.00004204638,0.0002453395,0.0002193714,0.0003377057,0.00004185923,0.00002638963,0.0003334762,0.0002436152,0.148139],"category_scores_gemma":[0.000003359498,0.0002560905,0.0000780308,0.0003920761,0.00006505293,0.000009318754,0.00005160123,0.0002276679,0.22857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001164159,"about_ca_system_score_gemma":0.00002793823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129755,"about_ca_topic_score_gemma":0.002181212,"domain_scores_codex":[0.9989651,0.00001908009,0.0001149344,0.000372957,0.0001995566,0.0003283325],"domain_scores_gemma":[0.9989637,0.000007229428,0.0001366986,0.0008078511,0.000004560464,0.00007997164],"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":[9.890304e-7,0.00004402409,0.0002175983,0.00001415018,0.00003699845,0.000008596563,0.000003248507,2.208561e-7,0.00002353015,0.008455969,0.9888719,0.002322812],"study_design_scores_gemma":[0.0001242651,0.000007295737,0.00006291875,0.00002360494,0.0000327243,0.00001366588,0.000005412684,0.000002310502,0.00003109976,0.001457831,0.9979655,0.0002734263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.595664e-7,0.0009507436,0.003689804,0.000222548,0.0001011576,0.00058283,0.0002780772,0.001682892,0.9924916],"genre_scores_gemma":[0.00006771725,0.00008325977,0.0007370471,0.00004836222,0.001641985,0.0002257533,0.0001652349,0.002376948,0.9946537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08043104,"threshold_uncertainty_score":0.9999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0077985339419643,"score_gpt":0.2469642375448704,"score_spread":0.2391657036029061,"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."}}