{"id":"W4248231136","doi":"10.1090/crmm/017/01","title":"Categories","year":2002,"lang":"en","type":"book-chapter","venue":"CRM monograph series","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Psychology","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":[0.0001319822,0.001089928,0.0009454559,0.0009928562,0.0003625362,0.0002672376,0.0005986086,0.0008127118,0.005580992],"category_scores_gemma":[0.00001986144,0.001111913,0.0006560978,0.0001770179,0.001568864,0.0005893994,0.0002005225,0.0007674059,0.01372826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008334963,"about_ca_system_score_gemma":0.00005551662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002793949,"about_ca_topic_score_gemma":0.0001102337,"domain_scores_codex":[0.9972323,0.0000219938,0.0006367337,0.0008363395,0.0006038375,0.0006688644],"domain_scores_gemma":[0.9976724,0.00004717582,0.0004725324,0.001297901,0.0002621869,0.0002478223],"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":[0.0001008112,0.0000252069,0.0002202047,0.0001238641,0.0004763222,0.0001429623,0.0009237973,0.000002370184,0.00004355139,0.8998493,0.09648629,0.001605322],"study_design_scores_gemma":[0.0001777392,0.0001340407,0.0001070989,0.0001159496,0.0002176145,0.0000644785,0.00008939857,0.000001174876,0.0001649494,0.1651144,0.8327827,0.001030463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001474691,0.007492087,0.00000700354,0.0001146954,0.0007979997,0.0004611794,0.0005721276,0.001309823,0.9890976],"genre_scores_gemma":[0.005668507,0.002938775,0.0003609601,0.00009314083,0.0005704646,0.0000772146,0.000437932,0.0008010704,0.9890519],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7362964,"threshold_uncertainty_score":0.9991331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274333814408169,"score_gpt":0.215520907636137,"score_spread":0.1880875261953202,"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."}}