{"id":"W4237444217","doi":"10.1080/00253359.2006.10657010","title":"REVIEWS","year":2006,"lang":"en","type":"article","venue":"The Mariner s Mirror","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Library and Archives Canada; Dalhousie University; St. Stephen's University; University of Calgary; 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":[0.0006154687,0.0001327794,0.0001664523,0.00003500124,0.00008702969,0.00002916807,0.0003511063,0.00002516844,0.001123064],"category_scores_gemma":[0.00004396597,0.0000727809,0.0000936709,0.0002650338,0.00007284247,0.00007360832,0.0001427662,0.0001132734,0.05221002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003389242,"about_ca_system_score_gemma":0.000009922093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002718034,"about_ca_topic_score_gemma":0.001428815,"domain_scores_codex":[0.9990726,0.0001355084,0.0002259176,0.0001598742,0.0001525548,0.0002535723],"domain_scores_gemma":[0.9991747,0.00003463347,0.0000867603,0.0006501026,0.00002502513,0.00002878159],"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":[0.0000572296,0.0001543168,0.01434079,0.00003130524,0.00001955469,0.00001296646,0.0001130142,0.000002715107,0.03198275,0.01938613,0.9219466,0.01195263],"study_design_scores_gemma":[0.0001779136,0.000007757159,0.07303532,0.000007615916,0.00002630411,0.00001159655,0.00000379269,0.00002784526,0.0004780024,0.001778282,0.9243353,0.0001102596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2601635,0.002368476,0.00002106355,0.00267313,0.0003227765,0.0009671877,0.00001674094,0.0004296396,0.7330375],"genre_scores_gemma":[0.6567667,0.00009994549,0.003896957,0.001477224,0.0004928221,0.0002514779,0.00007033234,0.0002143092,0.3367302],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3966032,"threshold_uncertainty_score":0.9997901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02293557681480954,"score_gpt":0.2549166685224576,"score_spread":0.2319810917076481,"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."}}