{"id":"W4390907735","doi":"10.1515/9781771103527-001","title":"Foreword","year":2013,"lang":"en","type":"book-chapter","venue":"Pontifical Institute of Mediaeval Studies eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008245228,0.001367833,0.002771303,0.0005030038,0.0003022863,0.00004540733,0.001057507,0.001008063,0.0008408764],"category_scores_gemma":[0.0009030862,0.001158148,0.0009084965,0.00004315146,0.005270521,0.0001951793,0.0009448212,0.001373042,0.01229574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004579523,"about_ca_system_score_gemma":0.0002855586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005735147,"about_ca_topic_score_gemma":0.000490161,"domain_scores_codex":[0.9938,0.00005043214,0.001956491,0.001294122,0.001947521,0.0009514606],"domain_scores_gemma":[0.9952825,0.000366321,0.001172613,0.001386487,0.00129366,0.0004984009],"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":[0.0002290588,0.00007042944,0.000004336371,0.000744422,0.003522967,0.0002434585,0.0008712916,0.00000426933,0.0007495156,0.7104679,0.226183,0.05690929],"study_design_scores_gemma":[0.000912663,0.0001769471,0.00002197673,0.001136068,0.0008543703,0.00002592969,0.00007206638,0.00002035763,0.0007328747,0.04507741,0.9498326,0.001136772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008459138,0.006730521,0.00004546561,0.0001994728,0.007821838,0.001790012,0.0009744844,0.0004364591,0.9811558],"genre_scores_gemma":[0.006575463,0.000477801,0.001606076,0.0001474413,0.001690246,0.0002182403,0.000156608,0.0004616999,0.9886664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7236495,"threshold_uncertainty_score":0.9999073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043609715574493,"score_gpt":0.307147524476981,"score_spread":0.2027865529195318,"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."}}