{"id":"W4251562311","doi":"10.4337/9781848440180.00005","title":"Preface","year":2008,"lang":"en","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Uppsala Universitet; Curtin University of Technology; University of Queensland; University of Melbourne; McGill University; Commonwealth Scientific and Industrial Research Organisation; Australian National University; University of Windsor; University of Ottawa","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005376508,0.0009069454,0.0007417935,0.003099978,0.002046901,0.003332595,0.001139003,0.0008675031,0.6215425],"category_scores_gemma":[0.003195083,0.0003201014,0.0004608176,0.002490245,0.0005092142,0.002389117,0.001774736,0.001993001,0.4866107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351151,"about_ca_system_score_gemma":0.001988697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005783818,"about_ca_topic_score_gemma":0.009501874,"domain_scores_codex":[0.9996077,0.0000428707,0.00001613499,0.00005553772,0.0002408332,0.00003701657],"domain_scores_gemma":[0.9987144,0.0001879019,0.00003783735,0.0001268201,0.0007406418,0.0001923391],"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":[0.00001338347,0.0000165971,0.00003129679,0.00007835119,8.35987e-7,0.00002538536,0.00005730847,0.00003688719,0.00008400237,0.0042409,0.9369035,0.05851156],"study_design_scores_gemma":[0.000001742375,0.000005057905,0.00008074093,0.00007161433,8.345483e-7,0.00002175028,0.00004562211,0.00001163515,0.00003369518,0.001069087,0.9986563,0.00000194439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003407187,0.004378644,0.001542081,0.002742572,0.01501513,0.0002267452,0.002403045,0.0006752557,0.9726759],"genre_scores_gemma":[0.0005470642,0.001277628,0.0003577645,0.0004866832,0.001015702,0.00005635223,0.001223254,0.000199551,0.994836],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3784575,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03443255303107805,"score_gpt":0.2319933374554668,"score_spread":0.1975607844243887,"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."}}