{"id":"W4319338414","doi":"10.31819/9783968693736-fm","title":"Frontmatter","year":2022,"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","insufficient_payload"],"category_scores_codex":[0.0007069819,0.003260619,0.003464656,0.001557822,0.001027986,0.0003581281,0.002965346,0.000861891,0.2649054],"category_scores_gemma":[0.00006427765,0.003810369,0.00202832,0.0001680878,0.002430711,0.0002759785,0.002469668,0.003932992,0.1619105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002598554,"about_ca_system_score_gemma":0.0009685932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00802275,"about_ca_topic_score_gemma":0.0001754739,"domain_scores_codex":[0.9878284,0.0004742592,0.002292379,0.003505,0.003346321,0.002553633],"domain_scores_gemma":[0.990933,0.0004722801,0.00255168,0.004446548,0.0003457868,0.001250702],"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":[0.001366314,0.0003260231,0.0006915549,0.0004676626,0.006473113,0.00410196,0.002088211,0.0001153531,0.003063803,0.148026,0.7141256,0.1191544],"study_design_scores_gemma":[0.001496554,0.0008075745,0.0002639546,0.0003366875,0.001435146,0.0002686395,0.0001670705,0.0000785212,0.0001705185,0.00186216,0.98917,0.003943148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001728109,0.001036802,0.00002036153,0.000586794,0.002224392,0.002022238,0.004084404,0.001081098,0.9872158],"genre_scores_gemma":[0.04089061,0.00005815678,0.0007290479,0.006613526,0.001383934,0.0002700778,0.0008011867,0.003071319,0.9461821],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2750444,"threshold_uncertainty_score":0.9985829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02386479143577668,"score_gpt":0.2416309535583578,"score_spread":0.2177661621225811,"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."}}