{"id":"W4236610840","doi":"10.1090/spec/033/01","title":"General","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005798584,0.001755069,0.001080133,0.002915664,0.002440283,0.006474155,0.002184681,0.002542307,0.9023195],"category_scores_gemma":[0.002861167,0.0008687435,0.0008785848,0.002575504,0.0007582805,0.003151074,0.002597216,0.002466524,0.919154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719773,"about_ca_system_score_gemma":0.002046929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406636,"about_ca_topic_score_gemma":0.02672162,"domain_scores_codex":[0.999553,0.00005287385,0.00001592243,0.0001002373,0.0001957375,0.000082087],"domain_scores_gemma":[0.9987166,0.0001596654,0.00004256616,0.0002227542,0.0004924359,0.0003659733],"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":[0.00001829999,0.00002675265,0.00005944449,0.00004432183,0.000002003294,0.00001741622,0.00002180853,0.00004868651,0.0001196486,0.00340379,0.9682359,0.02800192],"study_design_scores_gemma":[0.00001342803,0.000008373226,0.0002156298,0.00004936659,0.000002476155,0.00002218759,0.00002417117,0.00009862718,0.00009261243,0.001513541,0.997952,0.000007547789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000164258,0.0001384736,0.0007865831,0.0003882592,0.0002960212,0.00007501424,0.00466078,0.003591231,0.9898993],"genre_scores_gemma":[0.0004015098,0.00007520279,0.0001637862,0.0001843188,0.00004083402,0.00003138967,0.001730689,0.0006073696,0.9967648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09768051,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016941679759126,"score_gpt":0.2399581846116824,"score_spread":0.2297887678140911,"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."}}