{"id":"W4238563674","doi":"10.1080/00253359.2005.10656937","title":"REVIEWS","year":2005,"lang":"en","type":"article","venue":"The Mariner s Mirror","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McMaster 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007623906,0.0001330857,0.0001667843,0.00003473083,0.00008304823,0.00002512834,0.0004232397,0.0000253373,0.002798405],"category_scores_gemma":[0.00009025662,0.00007272148,0.00009286343,0.0002218494,0.00006402733,0.0001207903,0.0001777641,0.0001413079,0.1376491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000488351,"about_ca_system_score_gemma":0.00001153065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001926427,"about_ca_topic_score_gemma":0.0007511229,"domain_scores_codex":[0.9990739,0.000135228,0.0002172665,0.0001608172,0.0001526737,0.000260165],"domain_scores_gemma":[0.9990838,0.00003458624,0.00007853006,0.0007230715,0.00002364004,0.00005640813],"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":[0.00008940051,0.0001823117,0.003780058,0.00002788451,0.00004703695,0.000005404913,0.0009295251,0.000004390237,0.02121139,0.006815095,0.7267488,0.2401586],"study_design_scores_gemma":[0.000193619,0.000008747816,0.01270544,0.00000818513,0.00002650819,0.00001362512,0.000007227786,0.00009368007,0.0005235965,0.0001537414,0.9861541,0.0001115309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2742829,0.004481816,0.0000220994,0.01794707,0.0003607414,0.001487608,0.00001812676,0.0006465311,0.7007532],"genre_scores_gemma":[0.6358175,0.0005435147,0.01397765,0.007922496,0.0008837334,0.0003180283,0.00003159927,0.000271982,0.3402335],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3615347,"threshold_uncertainty_score":0.9981132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04391148461489909,"score_gpt":0.2971507200381824,"score_spread":0.2532392354232834,"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."}}