{"id":"W4250193865","doi":"10.1080/00253359.2011.10708953","title":"Reviews","year":2011,"lang":"en","type":"article","venue":"The Mariner s Mirror","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","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":[0.0007318391,0.0001290482,0.0001632748,0.0000340848,0.00006915514,0.00001095444,0.000484081,0.00002560655,0.005058905],"category_scores_gemma":[0.00008232729,0.00006843226,0.00008929794,0.0002104332,0.00008621582,0.00009004981,0.0002118232,0.000124494,0.08989426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001999048,"about_ca_system_score_gemma":0.00001016793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105693,"about_ca_topic_score_gemma":0.0004126463,"domain_scores_codex":[0.999136,0.0001521911,0.0001962872,0.0001573973,0.0001167704,0.0002413883],"domain_scores_gemma":[0.9990152,0.00001940829,0.00008605045,0.0007969145,0.00002643381,0.00005601864],"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":[0.000613476,0.0007648036,0.06344572,0.000138377,0.0002234547,0.0000683274,0.01454875,1.000355e-7,0.03676586,0.05752014,0.7062053,0.1197057],"study_design_scores_gemma":[0.0001773874,0.00002268479,0.09014283,0.00001084352,0.00004414048,0.00001558088,0.0000235503,0.000008648089,0.001027955,0.00152822,0.9068606,0.000137563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1305601,0.0008901359,0.00001280432,0.0003509603,0.0003216663,0.0007348417,0.000007465207,0.0002926344,0.8668294],"genre_scores_gemma":[0.8121939,0.0003368905,0.01292096,0.002712618,0.0002006953,0.0003903459,0.00001923262,0.0002925075,0.1709328],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6958966,"threshold_uncertainty_score":0.9958506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.202613139493499,"score_gpt":0.2782559290316025,"score_spread":0.07564278953810347,"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."}}