{"id":"W4386520494","doi":"10.31819/9783968693583-fm","title":"Frontmatter","year":2023,"lang":"es","type":"book-chapter","venue":"Iberoamericana Vervuert eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Universidad de Zaragoza; Universidad de Alcalá; Humboldt-Universität zu Berlin; York University; Philipps-Universität Marburg; Dartmouth College","keywords":"Computer science","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0007015158,0.003393003,0.003628644,0.001850067,0.0005407488,0.0004714729,0.002464064,0.00154351,0.01797885],"category_scores_gemma":[0.0001224332,0.003731829,0.001953113,0.0002234488,0.002858993,0.0002088298,0.00147665,0.002751246,0.6139817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185281,"about_ca_system_score_gemma":0.0007496696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005254079,"about_ca_topic_score_gemma":0.0004144342,"domain_scores_codex":[0.988249,0.0002679559,0.002380046,0.003479786,0.002751772,0.002871424],"domain_scores_gemma":[0.990939,0.0006777021,0.00216821,0.004247695,0.0005585538,0.001408853],"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":[0.0006745956,0.0001298249,0.0005378762,0.0005989583,0.005954049,0.003757358,0.00132385,0.00004795982,0.003090404,0.07563321,0.8044201,0.1038318],"study_design_scores_gemma":[0.001533991,0.0005431426,0.0008557229,0.00160269,0.001605099,0.0001286383,0.0001479916,0.0001719362,0.0003557243,0.005885391,0.9826772,0.004492481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001383632,0.0002935037,0.00003710297,0.0005788637,0.002774302,0.001890873,0.003037903,0.002766231,0.9872376],"genre_scores_gemma":[0.0194716,0.00005571479,0.000543403,0.003330212,0.002004223,0.0001376128,0.0005299138,0.004276854,0.9696504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5960029,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03598343644562636,"score_gpt":0.2556065206409969,"score_spread":0.2196230841953706,"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."}}