{"id":"W4200107592","doi":"10.30986/2021.1","title":"Front Matter","year":2021,"lang":"en","type":"paratext","venue":"Humanistica Lovaniensia","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitat Autònoma de Barcelona; Universität Hamburg; KU Leuven; University of Leicester; Queen's University; Aarhus Universitet; Euskal Herriko Unibertsitatea; Universiteit Utrecht; Universiteit Leiden; Uniwersytet Warszawski; University of Warwick; Institució Catalana de Recerca i Estudis Avançats","keywords":"Front (military); Physics; Meteorology","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":[0.0002884234,0.0004387721,0.001182099,0.0002430428,0.0002950207,0.0003942938,0.0004523478,0.0003005372,0.8361],"category_scores_gemma":[0.00005553717,0.0005368653,0.0003287297,0.00009294362,0.0002449362,0.000106025,0.0003763136,0.0003806846,0.9640681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002343335,"about_ca_system_score_gemma":0.00005055724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001354284,"about_ca_topic_score_gemma":0.0000132246,"domain_scores_codex":[0.9971184,0.00001611847,0.0009043686,0.001279042,0.00005723639,0.0006248273],"domain_scores_gemma":[0.9985254,0.00004695567,0.0003329565,0.000884487,0.00007638683,0.000133774],"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":[0.000003723196,0.00005018145,0.00005398088,0.00007547384,0.0001817932,0.00002465285,0.0003163435,0.00001411978,0.000001636615,0.02854943,0.9707168,0.00001186965],"study_design_scores_gemma":[0.0002233746,0.00001639269,0.0002603554,0.00004830082,0.00002701062,0.000009388158,0.0001884118,0.00006800652,0.000005863324,0.001154512,0.9973849,0.0006134533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007608581,0.007387949,0.000563407,0.00009374331,0.01836376,0.000182338,0.003081852,0.00002727656,0.9702236],"genre_scores_gemma":[0.001731691,0.0005322258,0.000535764,0.001004044,0.0008600906,0.000023841,0.000478458,0.00007890537,0.994755],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.127968,"threshold_uncertainty_score":0.9997083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04688004260400108,"score_gpt":0.2226087209524958,"score_spread":0.1757286783484947,"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."}}