{"id":"W4214592046","doi":"10.52779/9781991201539/0b","title":"Reflections from parliamentarians and practitioners","year":2022,"lang":"en","type":"book-chapter","venue":"African Sun Media eBooks","topic":"Commonwealth, Australian Politics and Federalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002730406,0.0002333722,0.0003101051,0.0001503172,0.001222293,0.0001446743,0.0002325371,0.0002329191,0.005031428],"category_scores_gemma":[0.0000574775,0.0002726282,0.0001095274,0.00002300926,0.0005786338,0.00006948683,0.00009997519,0.0006795006,0.0000376083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004102181,"about_ca_system_score_gemma":0.0005736832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07094702,"about_ca_topic_score_gemma":0.1356172,"domain_scores_codex":[0.998244,0.0001127343,0.0002940294,0.0004072266,0.0005501878,0.0003917643],"domain_scores_gemma":[0.9985546,0.0004813982,0.0002424391,0.0002897047,0.00005027974,0.000381553],"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":[0.000008464164,0.000008538545,0.00001250779,0.000003720429,0.00006978794,0.00003566297,0.04395869,7.560268e-8,0.000003893697,0.943457,0.01016323,0.002278397],"study_design_scores_gemma":[0.0001180692,0.00002743011,0.00002219158,0.00001503912,0.00008167476,0.000001866778,0.0111223,1.380088e-7,0.000001349643,0.1823185,0.8060569,0.0002345068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000249077,0.0001085613,0.000005582202,0.004388607,0.001002248,0.000325782,0.0006053121,0.00009833433,0.9932165],"genre_scores_gemma":[0.1450657,0.000695887,0.0004326762,0.001725949,0.001992159,0.00009550677,0.0003127062,0.00009472314,0.8495847],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7958937,"threshold_uncertainty_score":0.9999726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08871422386878429,"score_gpt":0.3421849409283735,"score_spread":0.2534707170595892,"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."}}