{"id":"W4254044096","doi":"10.1090/crmm/014/08","title":"Group schemes","year":2001,"lang":"en","type":"book-chapter","venue":"CRM monograph series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Group (periodic table); Computer science; Geography; Physics","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":[0.0001865817,0.001072527,0.0009123037,0.001075702,0.0003074515,0.0002267599,0.0006348244,0.000841094,0.003255473],"category_scores_gemma":[0.00001830219,0.001111948,0.0007524171,0.0002150371,0.001181884,0.0006230402,0.000243423,0.000785112,0.006701256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007898654,"about_ca_system_score_gemma":0.00005433498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002080546,"about_ca_topic_score_gemma":0.0001595128,"domain_scores_codex":[0.9971272,0.00002179891,0.0006270493,0.0009090362,0.0006115161,0.0007033378],"domain_scores_gemma":[0.9977494,0.00004224078,0.00047135,0.00127967,0.0001902665,0.0002670549],"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":[0.0002169168,0.00003697058,0.0005988225,0.0001058631,0.0005370911,0.0001795468,0.000199585,4.717627e-7,0.0002723893,0.9584497,0.03544714,0.00395548],"study_design_scores_gemma":[0.0002576795,0.0001492242,0.0001417015,0.0002431938,0.0001930409,0.00007814535,0.00007026708,5.862975e-7,0.0001313258,0.1430221,0.8546941,0.001018643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008380928,0.008037562,0.00002712472,0.00007678139,0.0005862024,0.0005168995,0.0003827006,0.001385242,0.9881494],"genre_scores_gemma":[0.00522645,0.005947887,0.001681749,0.0002261771,0.001077707,0.0001333789,0.001191986,0.001339115,0.9831756],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8192469,"threshold_uncertainty_score":0.9991331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02252807030277748,"score_gpt":0.2282151506528626,"score_spread":0.2056870803500851,"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."}}