{"id":"W4231985397","doi":"10.31819/9783964569530-fm","title":"Frontmatter","year":2020,"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 Alcalá; Universidad de Zaragoza; 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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0003268947,0.00351468,0.003967938,0.0008555398,0.000437133,0.0004646595,0.002528228,0.001304916,0.02815093],"category_scores_gemma":[0.0001046893,0.003875379,0.001966904,0.0001476733,0.002692558,0.0002225084,0.00137279,0.003136654,0.3968177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104094,"about_ca_system_score_gemma":0.0008430664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002381375,"about_ca_topic_score_gemma":0.0001023882,"domain_scores_codex":[0.9891161,0.0002801539,0.002325686,0.003662898,0.002471703,0.002143411],"domain_scores_gemma":[0.9914793,0.0003577151,0.00230827,0.003313494,0.0004658664,0.00207535],"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":[0.001352518,0.0001540379,0.0004800076,0.0007233908,0.006338039,0.003947654,0.001774613,0.00002416341,0.007408113,0.08582749,0.79074,0.10123],"study_design_scores_gemma":[0.001590824,0.0007732051,0.000247422,0.0008911979,0.001717056,0.000140386,0.000105447,0.0002041824,0.000683911,0.002791449,0.9867501,0.004104806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006313311,0.0007740062,0.0001030235,0.001781664,0.00131652,0.001908397,0.00253731,0.001334532,0.9896132],"genre_scores_gemma":[0.1050443,0.00003475562,0.001711823,0.01627802,0.002926925,0.00009400611,0.0005156833,0.003335879,0.8700587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3686667,"threshold_uncertainty_score":0.9999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764890114251111,"score_gpt":0.2395672168760813,"score_spread":0.2119183157335701,"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."}}