{"id":"W4399828899","doi":"10.1142/9789811285530_bmatter","title":"BACK 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":"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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009217263,0.0007745076,0.0008787336,0.001979181,0.000267125,0.001607087,0.001571419,0.0002818994,0.2108412],"category_scores_gemma":[0.00002017727,0.0007906559,0.0002387213,0.007282697,0.001887369,0.000613512,0.0007241906,0.001273454,0.9781043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005849779,"about_ca_system_score_gemma":0.0004470664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000407585,"about_ca_topic_score_gemma":0.002794004,"domain_scores_codex":[0.9945925,0.0001327249,0.0009015869,0.00235479,0.0007915715,0.001226796],"domain_scores_gemma":[0.9972042,0.00005436014,0.0003133356,0.002203579,0.0001406527,0.00008380006],"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":[0.00004064069,0.0000472346,0.00008773093,0.0004963182,0.00001530422,0.00004217079,0.0003693329,0.0001935824,0.0004278446,0.0007316056,0.9974578,0.00009042017],"study_design_scores_gemma":[0.0001460599,0.00001006347,0.0002015808,0.001901114,0.00001628306,0.00002631148,0.00002685687,0.0000303121,0.0008216422,0.0003187281,0.9956528,0.0008482277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00253308,0.01105081,0.000004352442,0.0007874426,0.06180795,0.0006395677,0.002333857,0.00006003483,0.9207829],"genre_scores_gemma":[0.001281155,0.00007763807,0.0009723896,0.0001940894,0.0004793667,0.0002050135,0.000895255,0.0003414085,0.9955537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7672631,"threshold_uncertainty_score":0.9994544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938348913323661,"score_gpt":0.270625457369022,"score_spread":0.2512419682357854,"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."}}