{"id":"W4390925379","doi":"10.1515/9781771103985-001","title":"Preface","year":2019,"lang":"es","type":"book-chapter","venue":"Pontifical Institute of Mediaeval Studies eBooks","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006721102,0.00113073,0.002469069,0.0003686075,0.0006782058,0.000202983,0.000728428,0.0006852973,0.001354633],"category_scores_gemma":[0.0002840502,0.0009249708,0.0008686226,0.00001141212,0.00572383,0.0002046993,0.0004585426,0.001318945,0.001297241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123135,"about_ca_system_score_gemma":0.0003644075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006839534,"about_ca_topic_score_gemma":0.0005863901,"domain_scores_codex":[0.9951124,0.00007341217,0.001669349,0.001086838,0.001362618,0.000695418],"domain_scores_gemma":[0.9963526,0.0003818606,0.0009303238,0.001013325,0.001009514,0.0003123364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002903863,0.00007460328,0.000003934009,0.002527716,0.001818409,0.0001019062,0.02002851,0.000001495514,0.0001720254,0.942332,0.02354846,0.009100518],"study_design_scores_gemma":[0.000765228,0.000412639,0.000009314858,0.002096861,0.0009768886,0.000008061246,0.0007082665,0.000004075405,0.0001580346,0.003054295,0.9908854,0.0009209864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001320198,0.03066712,0.000005565628,0.0003681341,0.02745625,0.001123928,0.0007363725,0.0001053927,0.938217],"genre_scores_gemma":[0.0398285,0.002884452,0.0001260182,0.0004287588,0.005004235,0.00003851667,0.0001590714,0.000147615,0.9513828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9673369,"threshold_uncertainty_score":0.9995583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08006172823748818,"score_gpt":0.2713045206896378,"score_spread":0.1912427924521496,"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."}}