{"id":"W4206249877","doi":"10.21832/9781853596315-fm","title":"Frontmatter","year":2003,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0003731831,0.0014778,0.001225805,0.0006126547,0.0002067387,0.0001750654,0.0007218451,0.000937658,0.01407872],"category_scores_gemma":[0.00002957101,0.001546472,0.0006511977,0.00001299086,0.0005018131,0.00006734046,0.0002330665,0.001384408,0.144328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004535628,"about_ca_system_score_gemma":0.0001245952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004553385,"about_ca_topic_score_gemma":0.00006161031,"domain_scores_codex":[0.9954829,0.00007289778,0.001071153,0.001421023,0.0009274787,0.001024521],"domain_scores_gemma":[0.9970077,0.000136858,0.0006651909,0.001598614,0.0002038726,0.0003877432],"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":[0.0001379628,0.00003528354,0.00001689582,0.0002094832,0.0005112392,0.0006357139,0.001084403,0.000006310634,0.003117373,0.003181323,0.9803232,0.01074081],"study_design_scores_gemma":[0.00110498,0.00005412193,0.000005535107,0.0004275376,0.0002705416,0.0001081771,0.00002703486,0.00001581154,0.002382154,0.003444443,0.9905424,0.001617324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004348769,0.0001895313,0.00003622079,0.0002906182,0.001461862,0.001016115,0.000454863,0.0007905242,0.9953254],"genre_scores_gemma":[0.0007739523,7.599123e-7,0.001498258,0.02128675,0.0005334667,0.00004461505,0.0001331538,0.001370276,0.9743587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1302493,"threshold_uncertainty_score":0.9997971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0312414116295641,"score_gpt":0.2669260148441943,"score_spread":0.2356846032146302,"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."}}