{"id":"W1501900386","doi":"10.1111/j.1754-7121.2010.00122.x","title":"The leadership role of the municipal chief administrative officer","year":2010,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Officer; Position (finance); Variety (cybernetics); Set (abstract data type); Management; Public relations; Political science; Public administration; Business; Law; Computer science; Economics; Artificial intelligence; Finance","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"],"consensus_categories":[],"category_scores_codex":[0.001767978,0.0001380993,0.0001185136,0.0001182758,0.002749663,0.0005961105,0.001209526,0.0002446408,0.0006042151],"category_scores_gemma":[0.003120705,0.00009766878,0.0001131119,0.0007712212,0.001849083,0.0004275843,0.00003263058,0.0006366255,0.00002894625],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291442,"about_ca_system_score_gemma":0.01740019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0152809,"about_ca_topic_score_gemma":0.9626436,"domain_scores_codex":[0.9975387,0.0004142517,0.000351779,0.0002325031,0.0006602366,0.0008025609],"domain_scores_gemma":[0.9976752,0.0004111208,0.0001995781,0.0005614415,0.0003333892,0.0008192079],"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":[0.000009002852,0.0000319875,0.001612187,0.00000279246,0.00001546995,0.00000126988,0.001734686,5.645952e-8,0.0003310592,0.9896901,0.002533485,0.004037892],"study_design_scores_gemma":[0.000121135,0.00006469858,0.006741507,0.00000485852,0.000006451361,0.000005747751,0.01983038,0.00005940055,0.0009338759,0.003166586,0.9689323,0.0001330312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3284819,0.00007351171,0.000004653067,0.3781938,0.0007684967,0.000728148,0.0001300104,0.00004693952,0.2915725],"genre_scores_gemma":[0.9901971,0.00001039617,0.00002423225,0.0005356151,0.0004582867,0.00005361205,0.00002123165,0.00001147341,0.008688031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9865235,"threshold_uncertainty_score":0.9985486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029632915854807,"score_gpt":0.3642399897387647,"score_spread":0.261276698153284,"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."}}