{"id":"W2752237360","doi":"","title":"Professional Communications in the Public Sector: A Practical Guide","year":2017,"lang":"en","type":"article","venue":"The innovation journal","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apprenticeship; Internship; Value (mathematics); Public relations; Public sector; Work (physics); Sociology; Law; Management; Political science; Engineering; Economics; Computer science; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004152809,0.00004796931,0.00005580119,0.00007472005,0.004400894,0.0007487384,0.001316169,0.00005290488,0.0001660953],"category_scores_gemma":[0.002091867,0.00002967921,0.00002790743,0.0003866258,0.000464583,0.0006190328,0.00006889091,0.000610515,0.00002816361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001401382,"about_ca_system_score_gemma":0.001424368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499464,"about_ca_topic_score_gemma":0.1007475,"domain_scores_codex":[0.9985686,0.0004532423,0.0002654261,0.00006255606,0.0004296088,0.0002205499],"domain_scores_gemma":[0.9983647,0.0003064909,0.0004519598,0.0005659792,0.0002637223,0.00004714261],"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":[0.000002936578,0.00003251088,0.002849348,4.953541e-7,0.000004623915,0.000004257334,0.004006737,1.824479e-7,0.0000117166,0.6829891,0.3067344,0.003363712],"study_design_scores_gemma":[0.0001404973,0.000005163055,0.06070305,0.00001151408,0.000002156086,0.00004822625,0.001626893,0.00004049531,6.210782e-7,0.01544784,0.9219325,0.00004110904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02119454,0.00004166394,0.0002589256,0.9123126,0.000495102,0.0001651892,0.00001173679,0.000006495493,0.06551374],"genre_scores_gemma":[0.9824876,0.00005275166,0.0002305377,0.01022824,0.0007105444,0.00001472708,0.000001691226,0.00000393167,0.006270021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.961293,"threshold_uncertainty_score":0.9968953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1699149302543789,"score_gpt":0.4522361494742655,"score_spread":0.2823212192198866,"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."}}