{"id":"W4399827130","doi":"10.1142/9789811285530_fmatter","title":"FRONT MATTER","year":2024,"lang":"en","type":"paratext","venue":"World Scientific series in finance","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00109809,0.0007661498,0.0009074672,0.002054234,0.0003097433,0.001506807,0.001539148,0.0002752415,0.09718322],"category_scores_gemma":[0.0000346647,0.000772474,0.0002397741,0.003922064,0.001672056,0.0005669966,0.0007040833,0.001354952,0.9420288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007522014,"about_ca_system_score_gemma":0.0005060995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007211739,"about_ca_topic_score_gemma":0.006593806,"domain_scores_codex":[0.9944939,0.0001320188,0.0009010468,0.002339029,0.0009275734,0.001206406],"domain_scores_gemma":[0.9972329,0.00005344144,0.0003170263,0.002170982,0.0001423892,0.00008326351],"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":[0.00004595763,0.00005134309,0.00008625305,0.0003541578,0.00001740973,0.0001019663,0.0005872527,0.0002651229,0.0003439521,0.0005900169,0.99735,0.0002065931],"study_design_scores_gemma":[0.0001325127,0.00001026269,0.0003882746,0.001716821,0.00002070674,0.00002103977,0.00003740529,0.00004058328,0.000712559,0.0007231492,0.9953638,0.0008328571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003216266,0.02169935,0.000009628151,0.0007682896,0.08243562,0.0007302853,0.00294286,0.0001661212,0.8880316],"genre_scores_gemma":[0.002903568,0.00007258201,0.0009664281,0.0001726541,0.0005356997,0.0003447751,0.0008498362,0.0003253486,0.9938291],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8448455,"threshold_uncertainty_score":0.9995297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628242457914044,"score_gpt":0.2652155021552036,"score_spread":0.2489330775760631,"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."}}