{"id":"W4390927044","doi":"10.1515/9781771103626-001","title":"Preface","year":2015,"lang":"en","type":"book-chapter","venue":"Pontifical Institute of Mediaeval Studies eBooks","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","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"],"consensus_categories":[],"category_scores_codex":[0.0006132346,0.0004914111,0.001042866,0.0001382241,0.0001750222,0.00004632162,0.001024598,0.0002919025,0.0000311679],"category_scores_gemma":[0.0007524978,0.0003987738,0.0002589327,0.0000315206,0.0008309679,0.00009187223,0.001217137,0.000389597,0.0001103713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001784192,"about_ca_system_score_gemma":0.0001924912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002560944,"about_ca_topic_score_gemma":0.00005584135,"domain_scores_codex":[0.9970793,0.00002451957,0.0007606834,0.0007283853,0.00102823,0.0003789256],"domain_scores_gemma":[0.9972549,0.0001769664,0.000433046,0.0009137148,0.001012431,0.0002089059],"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":[0.00002614603,0.00002374618,6.12383e-7,0.0002007906,0.0006904818,0.0002750656,0.002507248,0.000006121215,0.00002303161,0.902508,0.04225862,0.0514802],"study_design_scores_gemma":[0.0004877221,0.0001681701,0.000004306273,0.0004262236,0.0001764059,0.00001966753,0.00008787781,0.00008504956,0.0001382731,0.0656997,0.9321859,0.0005206597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003041433,0.02374643,0.006004523,0.0004004904,0.009510589,0.0004902447,0.00005224079,0.0002143394,0.9595507],"genre_scores_gemma":[0.007707608,0.001146152,0.01647035,0.0005260602,0.003410776,0.00006883391,0.00004803226,0.00009421654,0.9705279],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8899273,"threshold_uncertainty_score":0.9998464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000189157695916,"score_gpt":0.314060865876453,"score_spread":0.2140419501068614,"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."}}