{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002525139,0.001842045,0.001127919,0.002370248,0.001448677,0.004483089,0.001238133,0.00174465,0.8726265],"category_scores_gemma":[0.0009379797,0.0007528554,0.0006158777,0.002376973,0.0004247082,0.003747586,0.002710508,0.001869193,0.8634515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006022852,"about_ca_system_score_gemma":0.0005837306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001749764,"about_ca_topic_score_gemma":0.005981098,"domain_scores_codex":[0.9997546,0.00001914123,0.000009651709,0.00006463333,0.0001118221,0.00004012386],"domain_scores_gemma":[0.9996697,0.00007583784,0.00001716825,0.00006362356,0.00009898884,0.0000747016],"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":[0.00004398705,0.00004938593,0.00009011709,0.0002144546,0.000004245379,0.00007801803,0.00008632343,0.0001302775,0.0006456293,0.004698465,0.7172015,0.2767574],"study_design_scores_gemma":[0.000005245411,0.00001084628,0.0001629378,0.00008518458,0.000002819924,0.00007947515,0.00004999169,0.00005947789,0.0001466231,0.0008477722,0.9985442,0.000005381865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002548539,0.001694314,0.0006247377,0.0002316302,0.0006270205,0.00003139512,0.0007017616,0.0007711207,0.9950631],"genre_scores_gemma":[0.0003100686,0.0003874316,0.0001362689,0.00007464491,0.00003986859,0.00000811396,0.0002323831,0.0001650192,0.9986461],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1273735,"threshold_uncertainty_score":0.1816829,"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."}}