{"id":"W2021532673","doi":"10.1093/pa/gsl015","title":"One Step at a Time: Australian Parliamentarians, Professionalism and the Need for Staff","year":2006,"lang":"en","type":"article","venue":"Parliamentary Affairs","topic":"Australian History and Society","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Commonwealth; Parliament; Politics; Context (archaeology); Public relations; Isolation (microbiology); Perception; Phenomenon; Sociology; Period (music); Political science; Law; Psychology; History; Aesthetics; Epistemology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001071508,0.0002044782,0.0003011943,0.00003152043,0.001831111,0.00008595809,0.0002862263,0.0001560225,0.001352855],"category_scores_gemma":[0.00002524452,0.0001716481,0.0001826974,0.0001475802,0.001286399,0.0002774448,0.00007573661,0.0001727817,0.0000768575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004813522,"about_ca_system_score_gemma":0.0001059868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01400351,"about_ca_topic_score_gemma":0.004168103,"domain_scores_codex":[0.9978839,0.0003755678,0.000342321,0.0003718365,0.0004639968,0.0005624323],"domain_scores_gemma":[0.9990875,0.0003303372,0.0001766961,0.0002308865,0.00004200778,0.0001326139],"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":[0.001014032,0.0004928259,0.006115179,0.00007680623,0.0002489249,0.000007118054,0.03439245,0.00002177742,0.0004616924,0.08652906,0.8687774,0.001862735],"study_design_scores_gemma":[0.005886898,0.0001224374,0.002567156,0.00008112249,0.0002478747,0.000002144988,0.1331273,0.00004568539,0.000223509,0.006929261,0.8501938,0.000572809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8420608,0.001041301,0.0003129389,0.1052583,0.002100746,0.008012001,0.0007030081,0.0004915493,0.04001935],"genre_scores_gemma":[0.9030862,0.00006385643,0.001710403,0.0005885351,0.0005266028,0.0002957027,0.0001586437,0.00002850442,0.09354158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1046698,"threshold_uncertainty_score":0.9995601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634404026430785,"score_gpt":0.2791723402422586,"score_spread":0.2528282999779507,"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."}}