{"id":"W4238729422","doi":"10.1080/00253359.2010.10657167","title":"REVIEWS","year":2010,"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":[0.0009579326,0.000129382,0.000158116,0.00003312145,0.00009374667,0.00003160739,0.0005206519,0.00003935649,0.003490319],"category_scores_gemma":[0.0002244643,0.00006856983,0.00008815176,0.0002122372,0.0001094973,0.00008417922,0.0002080469,0.0003686683,0.07532409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009450733,"about_ca_system_score_gemma":0.00001451945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000427676,"about_ca_topic_score_gemma":0.002078722,"domain_scores_codex":[0.9991766,0.00009012059,0.0001843657,0.0001634827,0.0001425875,0.0002429075],"domain_scores_gemma":[0.9988101,0.00004586615,0.00008004976,0.0009671848,0.00003167462,0.00006511181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007145347,0.0001421597,0.01294049,0.00003264223,0.00003670578,0.00001003169,0.0006040446,1.032776e-7,0.5931324,0.01962474,0.3169295,0.05647571],"study_design_scores_gemma":[0.0001513533,0.0000078427,0.03800363,0.000003869388,0.0000234096,0.00002036735,0.000005288423,0.00002208668,0.001115494,0.0007068072,0.9598315,0.0001083142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7054777,0.0002429907,0.000004316189,0.00286517,0.00100069,0.0007483609,0.00001053037,0.0002975618,0.2893527],"genre_scores_gemma":[0.8539199,0.00008566232,0.007179464,0.002328721,0.0004697432,0.0002618258,0.00002520345,0.0002142774,0.1355152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.642902,"threshold_uncertainty_score":0.9974206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571438183672681,"score_gpt":0.2873218637309863,"score_spread":0.2616074818942595,"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."}}