{"id":"W118711946","doi":"10.14264/131304","title":"Challenges for Australian Tribunals; Towards Aretaic Practice Principles","year":2007,"lang":"en","type":"dissertation","venue":"The University of Queensland","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribunal; Political science; Legislature; Context (archaeology); Economic Justice; Normative; Law; Sociology; Public relations","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":[],"consensus_categories":[],"category_scores_codex":[0.001777132,0.0001005297,0.0001631791,0.0001207592,0.0007432623,0.00003957509,0.0003574371,0.0002305626,0.0002626549],"category_scores_gemma":[0.0013577,0.00009533954,0.00009256216,0.0002252576,0.000157425,0.0003555793,0.00001035595,0.0003267191,0.00002029351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009360022,"about_ca_system_score_gemma":0.001149864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007980496,"about_ca_topic_score_gemma":0.03643732,"domain_scores_codex":[0.9989985,0.0001986641,0.0001488038,0.0001610451,0.0003090893,0.000183854],"domain_scores_gemma":[0.9976521,0.0008392922,0.0004728887,0.0001837632,0.0007936549,0.00005828657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001176346,0.0002537309,0.00007832036,0.0003291676,0.0004226464,0.000007534727,0.4900594,0.00001025346,0.00002202973,0.3981654,0.06714468,0.04233049],"study_design_scores_gemma":[0.0001614356,0.0000264118,0.002269373,0.00003635797,0.0001496399,5.59873e-7,0.2188844,0.000001229234,0.00003233101,0.0005466451,0.7778031,0.00008850654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01038771,0.0006810819,0.0001233751,0.1587754,0.000966876,0.0008671285,0.00008996254,0.00005598865,0.8280525],"genre_scores_gemma":[0.3038298,0.006898913,0.002911013,0.0003893548,0.0008228587,0.000003375548,0.0009750015,0.0000345942,0.684135],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7106584,"threshold_uncertainty_score":0.9986255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1466463238040033,"score_gpt":0.4174058832373463,"score_spread":0.270759559433343,"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."}}