{"id":"W4396777863","doi":"10.1142/9789811283499_fmatter","title":"FRONT MATTER","year":2024,"lang":"en","type":"paratext","venue":"Asia-Pacific business series","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Front (military); Geology; Computer science; 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","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0002858371,0.001796491,0.001771598,0.001052089,0.0003077024,0.001407585,0.00110307,0.001275088,0.1842528],"category_scores_gemma":[0.00004835576,0.001634585,0.0004065991,0.001761317,0.0008311621,0.001132861,0.0006344747,0.001379378,0.9702467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004954673,"about_ca_system_score_gemma":0.0007794682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000308717,"about_ca_topic_score_gemma":0.0001104957,"domain_scores_codex":[0.9943792,0.0001772106,0.001074111,0.001950918,0.00102291,0.001395608],"domain_scores_gemma":[0.9962218,0.00005973346,0.0004899541,0.002165039,0.0008169313,0.0002464906],"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":[0.0002001279,0.00008676602,0.00006052881,0.002266936,0.0004215625,0.0002226599,0.0006206877,0.00004118714,0.0007372744,0.0001419509,0.9948741,0.0003262674],"study_design_scores_gemma":[0.0002327626,0.00002917272,0.0009445546,0.001315797,0.0003597909,0.0004345321,0.001343259,0.000003865227,0.0008150792,0.0003473448,0.9923763,0.001797561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003481286,0.01560099,0.00007952267,0.004255378,0.0259624,0.0009323341,0.005609747,0.0008568233,0.9463547],"genre_scores_gemma":[0.006832725,0.0007512938,0.0005367139,0.000137116,0.003278401,0.0004956313,0.006176321,0.001567873,0.980224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7859939,"threshold_uncertainty_score":0.999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012713834028491,"score_gpt":0.2400623579540719,"score_spread":0.2273485239255809,"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."}}