{"id":"W4312385378","doi":"10.51952/9781447358312.fm001","title":"Front Matter","year":2020,"lang":"en","type":"paratext","venue":"Bristol University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queen's University; Swansea University; Queen's University Belfast; University of Southern California","keywords":"Front (military); Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006807785,0.0006849059,0.0008686411,0.0002608569,0.0002611788,0.000119991,0.001528574,0.000650786,0.009747037],"category_scores_gemma":[0.000007757673,0.0008894237,0.0003984183,0.00003408007,0.0003063203,0.0001342262,0.001041389,0.001064642,0.4445691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007387855,"about_ca_system_score_gemma":0.0002897014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002567007,"about_ca_topic_score_gemma":0.00003192173,"domain_scores_codex":[0.9971498,0.0003366032,0.0002710679,0.001092612,0.0005364897,0.000613425],"domain_scores_gemma":[0.9979415,0.00004444236,0.000468386,0.0009535907,0.0001649655,0.0004271377],"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":[0.0003466139,0.0000316474,0.000005942152,0.000221012,0.0002958604,0.0005037428,0.0004001217,0.0000217965,0.0001650695,0.0002426029,0.9976137,0.0001519178],"study_design_scores_gemma":[0.0008699585,0.00003344881,0.00003400158,0.0001337425,0.0003644343,0.00001805676,0.00008717617,0.00004331913,0.000367749,0.000002234881,0.9971429,0.0009030245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007994407,0.0003432176,0.00045604,0.00005070663,0.001078655,0.0007241507,0.004211678,0.0002747459,0.9927809],"genre_scores_gemma":[0.000695265,0.00002356969,0.0002993553,0.0003441161,0.0004122271,0.000002124873,0.0006642462,0.0002522244,0.9973069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4348221,"threshold_uncertainty_score":0.9993556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439711697621696,"score_gpt":0.210273505478231,"score_spread":0.185876388502014,"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."}}