{"id":"W4229699558","doi":"10.1142/9789813220614_fmatter","title":"FRONT MATTER","year":2016,"lang":"en","type":"paratext","venue":"","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Front (military); Geology; Computer science; Geography; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000529721,0.0002309216,0.0002568945,0.0001012096,0.00001605441,0.00003435483,0.0002529706,0.0002512711,0.9771481],"category_scores_gemma":[0.000002105716,0.0001310661,0.000087179,0.00001764793,0.00003433673,0.00004447152,0.00008937291,0.0001283292,0.9999377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266899,"about_ca_system_score_gemma":0.00005304138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007760144,"about_ca_topic_score_gemma":0.00001538592,"domain_scores_codex":[0.9990595,0.00003341124,0.0001476792,0.0002980806,0.0001811615,0.000280146],"domain_scores_gemma":[0.9992725,0.00001802359,0.00007920597,0.0005250321,0.00003893569,0.00006627356],"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":[0.000005628553,0.000007706863,0.00001355174,0.00001589353,0.00003684284,0.000001340458,0.00000540532,8.927461e-8,0.0003226604,0.00000861234,0.999486,0.00009621374],"study_design_scores_gemma":[0.000126323,0.000004177709,0.0000690004,0.00006087156,0.00001103134,0.000002399642,0.000001115387,2.643316e-7,0.0004231113,0.0000204473,0.9990248,0.0002564776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006794387,0.0003018178,0.0003942595,0.0002536469,0.002072724,0.0001376708,0.0008791776,0.00006205098,0.9958919],"genre_scores_gemma":[0.00004497354,0.0000124953,0.0002610001,0.0009575923,0.0009219939,0.00002643333,0.0001833588,0.000231296,0.9973609],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02278956,"threshold_uncertainty_score":0.534472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01520009338636087,"score_gpt":0.2695353862685395,"score_spread":0.2543352928821787,"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."}}