{"id":"W4392056289","doi":"10.51644/9780889207745-001","title":"Preface","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Commonwealth, Australian Politics and Federalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015403,0.0001544523,0.0001886805,0.00005107579,0.0003391122,0.0001056034,0.0002233374,0.0003622313,0.006077958],"category_scores_gemma":[0.000007145741,0.0001545126,0.000119488,0.00001075089,0.0002003421,0.00004081996,0.00003268965,0.0002286985,0.0006237503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001238549,"about_ca_system_score_gemma":0.0002309311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01610065,"about_ca_topic_score_gemma":0.0156291,"domain_scores_codex":[0.9989403,0.00001539692,0.0001917281,0.0002026732,0.0003257391,0.0003240974],"domain_scores_gemma":[0.9994493,0.00004436469,0.00008544383,0.0002094627,0.00005897973,0.0001525057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.659792e-7,0.000002666896,0.000003451575,0.000004447866,0.000005061162,0.000003735141,0.000171103,2.410665e-7,6.698741e-8,0.733384,0.2659243,0.0005005813],"study_design_scores_gemma":[0.00003387,0.000006469606,0.00001749401,0.00001454313,0.000009588382,2.704203e-7,0.00002195783,4.449021e-7,6.645997e-7,0.2068003,0.7929389,0.0001554993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004639664,0.0001020481,0.00002421763,0.00339339,0.0003209718,0.0001936716,0.00003357577,0.0001104744,0.995817],"genre_scores_gemma":[0.005754162,0.0001287471,0.00007961454,0.0004465448,0.0009077979,0.000002005091,0.00002120889,0.00002557823,0.9926344],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5270146,"threshold_uncertainty_score":0.9948306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0499049265050887,"score_gpt":0.3155050007280989,"score_spread":0.2656000742230102,"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."}}