{"id":"W4255858391","doi":"10.1090/crmm/020/03","title":"Examples","year":2003,"lang":"en","type":"book-chapter","venue":"CRM monograph series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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":[0.0002193094,0.0006360575,0.0003470487,0.001345197,0.001713393,0.002392403,0.001132109,0.0008986609,0.3003384],"category_scores_gemma":[0.001278331,0.0002149644,0.0003565885,0.001971732,0.0007695958,0.002285825,0.001381003,0.001054171,0.1203214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225459,"about_ca_system_score_gemma":0.0006550558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003936952,"about_ca_topic_score_gemma":0.007418454,"domain_scores_codex":[0.9996874,0.0000469016,0.00001024702,0.0000522876,0.0001459678,0.00005721362],"domain_scores_gemma":[0.9997755,0.00005002928,0.00000973292,0.00004276297,0.0000919588,0.00003001291],"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":[0.00004703745,0.00005711275,0.0001216745,0.0001871695,0.000003245677,0.000189188,0.0003646244,0.0003371303,0.0005132643,0.309951,0.5757191,0.1125095],"study_design_scores_gemma":[0.000005155835,0.00000547248,0.0001056553,0.00005152579,0.000002112821,0.0001408934,0.0001481535,0.0001957888,0.0002196915,0.04102289,0.9580979,0.000004790611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007323853,0.0004534271,0.003033231,0.0004646921,0.0001422974,0.0000365228,0.000406741,0.0002617294,0.994469],"genre_scores_gemma":[0.01951218,0.001263681,0.005620845,0.0004700307,0.00009645347,0.0000954026,0.001425113,0.0003311356,0.9711853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6996616,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03512518225597033,"score_gpt":0.2288279189954013,"score_spread":0.1937027367394309,"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."}}