{"id":"W4242392908","doi":"10.1080/00253359.2008.10657060","title":"REVIEWS","year":2008,"lang":"en","type":"article","venue":"The Mariner s Mirror","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","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":[0.0004812556,0.0001341416,0.000188631,0.00003560265,0.0001708605,0.000009012825,0.0004051635,0.00002537088,0.001405654],"category_scores_gemma":[0.0001149713,0.00007313464,0.0001013896,0.0002811609,0.0001399585,0.00008512933,0.000176802,0.0001427026,0.076479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003030488,"about_ca_system_score_gemma":0.00001913222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004489706,"about_ca_topic_score_gemma":0.0001680972,"domain_scores_codex":[0.9990548,0.0001530171,0.0002052236,0.0001637166,0.0001725849,0.0002506463],"domain_scores_gemma":[0.9990527,0.000038506,0.00007837492,0.0007440347,0.0000288958,0.00005746176],"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":[0.0001164269,0.0001811564,0.02705977,0.00003297933,0.00005432054,0.00007997098,0.00179949,9.329603e-7,0.01860305,0.002927693,0.9364792,0.01266506],"study_design_scores_gemma":[0.0001976135,0.00001305781,0.07154081,0.000006794886,0.00001788556,0.0001163757,0.000006650383,0.00001939608,0.0003378452,0.0001644092,0.927465,0.0001141936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6524957,0.002206972,0.00001218463,0.00213139,0.0003435771,0.0009392236,0.00001119729,0.0004107853,0.341449],"genre_scores_gemma":[0.7325178,0.001239,0.0039895,0.002907727,0.0002665365,0.0002463562,0.00002748527,0.0002116971,0.2585939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08285513,"threshold_uncertainty_score":0.9995072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078191825732929,"score_gpt":0.2829023966289307,"score_spread":0.1750832140556378,"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."}}