{"id":"W4247184487","doi":"10.1142/9789811212741_fmatter","title":"FRONT MATTER","year":2020,"lang":"en","type":"paratext","venue":"Asia-Pacific business series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Front (military); Geology; Oceanography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0001744583,0.001747889,0.002064186,0.0005294313,0.0003765197,0.0007986245,0.001312528,0.001118922,0.1759753],"category_scores_gemma":[0.00009637974,0.001697148,0.0003605151,0.00157216,0.0007888935,0.001213257,0.0005955457,0.001205926,0.9330648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000345194,"about_ca_system_score_gemma":0.00073926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002301077,"about_ca_topic_score_gemma":0.00005836763,"domain_scores_codex":[0.9944652,0.0002414075,0.001093148,0.001855534,0.001039511,0.001305216],"domain_scores_gemma":[0.9959649,0.00006056868,0.0008389864,0.001874496,0.0008854019,0.0003756566],"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":[0.0004193871,0.00009149172,0.0001913495,0.001082723,0.0003028463,0.0001453034,0.0007042937,0.00004829382,0.001071141,0.0000557502,0.9956192,0.000268211],"study_design_scores_gemma":[0.0004400347,0.00004386906,0.002670691,0.0004496731,0.0002152125,0.0002049412,0.001443823,0.000004716244,0.00103219,0.00008320766,0.9915892,0.001822408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000192348,0.004136147,0.0002362315,0.00963272,0.01146913,0.001109236,0.00492762,0.0006866606,0.9676099],"genre_scores_gemma":[0.009309168,0.0006418412,0.001272628,0.0005113861,0.00372817,0.0004307366,0.009788904,0.001490768,0.9728264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7570895,"threshold_uncertainty_score":0.9995267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0154144326878126,"score_gpt":0.2308792460549024,"score_spread":0.2154648133670898,"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."}}