{"id":"W4301518809","doi":"10.1515/9781626370050-fm","title":"Frontmatter","year":2011,"lang":"en","type":"book-chapter","venue":"Lynne Rienner Publishers eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Victoria","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007918807,0.001803102,0.001515133,0.001143948,0.0002745864,0.00137688,0.002071681,0.00189665,0.07293896],"category_scores_gemma":[0.0001035289,0.001738123,0.0009216272,0.00004710543,0.0009334555,0.001519263,0.0007776269,0.002140028,0.1199844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006104946,"about_ca_system_score_gemma":0.0003854783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002657023,"about_ca_topic_score_gemma":0.0003423407,"domain_scores_codex":[0.9936993,0.00008054445,0.001293252,0.002035174,0.001208923,0.001682836],"domain_scores_gemma":[0.9942762,0.0001180748,0.001057349,0.003015056,0.0005944322,0.0009388802],"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":[0.0001007952,0.00002705405,0.00001245685,0.0000532128,0.0004911415,0.0001725639,0.0008772374,2.648503e-7,0.00004633118,0.1228445,0.8657371,0.009637298],"study_design_scores_gemma":[0.0008878944,0.0001036685,0.00001740629,0.0001887751,0.0003493737,0.00006909398,0.00003465888,0.000002902575,0.00007797521,0.08488598,0.9115252,0.001856991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004923484,0.0002578329,0.00007040983,0.0001644319,0.002443579,0.001032811,0.0003473919,0.001594162,0.9940401],"genre_scores_gemma":[0.001059471,7.270029e-7,0.0005993624,0.001758165,0.001389871,0.0001372787,0.0004994631,0.001737161,0.9928185],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04704549,"threshold_uncertainty_score":0.9996598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02868669579516764,"score_gpt":0.20756445908429,"score_spread":0.1788777632891223,"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."}}