{"id":"W4241074159","doi":"10.3828/catr.16.1-2.21","title":"REVIEWS","year":2002,"lang":"en","type":"article","venue":"Catalan Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Saskatchewan","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006176395,0.0001673803,0.0005364352,0.00003082513,0.00003962807,0.00001333695,0.0002959424,0.00002545667,0.01616156],"category_scores_gemma":[0.0004157765,0.0001267651,0.0001861222,0.0004541061,0.00003978191,0.0001093643,0.00004420777,0.0001154262,0.5297456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004275562,"about_ca_system_score_gemma":0.000004200932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002738981,"about_ca_topic_score_gemma":0.000002251603,"domain_scores_codex":[0.9987787,0.0001474768,0.0004281571,0.0002510514,0.0001514098,0.0002431879],"domain_scores_gemma":[0.9988033,0.00001881681,0.000161943,0.0008522403,0.00003165887,0.0001320243],"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":[1.113671e-7,0.00001889083,0.00004478773,0.002826935,0.000003732353,0.000007137487,0.00001462116,4.973629e-9,0.00005011782,0.00009459292,0.8759219,0.1210172],"study_design_scores_gemma":[0.00006260609,0.000008035831,0.00006272736,0.006698306,0.00006671319,0.00006609775,5.388438e-7,0.000003879208,0.00001999225,0.00001238704,0.992842,0.000156766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000832873,0.9452841,0.00000349999,0.0006693019,0.00007506047,0.0007953178,0.00002184403,0.0001347231,0.0529329],"genre_scores_gemma":[0.0005769164,0.9810328,0.0002236394,0.005106475,0.0001135203,0.0001503588,0.00008237104,0.00006098469,0.0126529],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5135841,"threshold_uncertainty_score":0.9847378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1289807525224584,"score_gpt":0.3141345727421632,"score_spread":0.1851538202197048,"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."}}