{"id":"W4297578648","doi":"10.1017/9781108341172.002","title":"Introduction","year":2018,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Political 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":[0.000683084,0.0008360604,0.000424938,0.001407021,0.001108721,0.00328033,0.001394389,0.001649761,0.4882483],"category_scores_gemma":[0.002014916,0.0003006209,0.0004756534,0.00147984,0.0007448856,0.002649993,0.001547123,0.001788669,0.320024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001648825,"about_ca_system_score_gemma":0.001769272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003346943,"about_ca_topic_score_gemma":0.003292366,"domain_scores_codex":[0.9994714,0.00005313277,0.00002328595,0.0001280745,0.0002644135,0.00005985477],"domain_scores_gemma":[0.9993591,0.00009879759,0.00003358298,0.00007178567,0.0003106936,0.0001260861],"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":[0.0000286741,0.00003426644,0.0001397866,0.0005263767,0.000002937847,0.00007163957,0.0002545607,0.0001408697,0.0004060648,0.03698802,0.8035014,0.1579054],"study_design_scores_gemma":[9.579059e-7,0.000005552476,0.0001089464,0.0001067793,6.419506e-7,0.00003453937,0.00003065715,0.00001002743,0.00003962755,0.001843358,0.9978169,0.000001951115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009016823,0.01442037,0.005236462,0.008619875,0.007980783,0.0002779124,0.006639854,0.001158894,0.9547641],"genre_scores_gemma":[0.003585837,0.009688679,0.002274952,0.002525112,0.001620323,0.0001395342,0.004281259,0.0003412818,0.9755431],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5117517,"threshold_uncertainty_score":0.7299516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03172745315341248,"score_gpt":0.2274789206259743,"score_spread":0.1957514674725618,"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."}}