{"id":"W7135634757","doi":"","title":"Cultural and leadership determinants of innovation in public sector: evidence from Canadian public service","year":2024,"lang":"en","type":"article","venue":"Open MIND","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Public sector; Transformational leadership; Public service; Public service motivation; Politics; New public management; Tertiary sector of the economy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003508525,0.0003019883,0.0005094699,0.003005663,0.003423338,0.002378774,0.001305444,0.0004714356,0.003201369],"category_scores_gemma":[0.01265009,0.0002323255,0.000612995,0.008320192,0.001453468,0.0007211211,0.001712875,0.0009929778,0.0002602582],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0313642,"about_ca_system_score_gemma":0.05749307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940748,"about_ca_topic_score_gemma":0.9965145,"domain_scores_codex":[0.9972317,0.0003209269,0.00009566275,0.0002396831,0.001230938,0.0008810358],"domain_scores_gemma":[0.9854581,0.00257039,0.002620561,0.0006415963,0.006530441,0.002178846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000089876,0.0001338579,0.9595158,0.0001595416,0.0001193285,0.0001099056,0.007936073,0.0003922301,0.0001324245,0.00182151,0.00592072,0.02366876],"study_design_scores_gemma":[0.000009334471,0.00001659013,0.9871309,0.00009579468,0.00004645906,0.00001653867,0.007627956,0.0004389066,0.00007575317,0.0001514379,0.004372907,0.00001740873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845883,0.001144064,0.0001869579,0.001719791,0.00002202157,0.00004048989,0.003336949,0.000008599462,0.008952769],"genre_scores_gemma":[0.9963903,0.0008434897,0.0001409457,0.0001618608,0.00000909295,0.00002012361,0.001512763,0.000005202157,0.0009161147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9686358,"threshold_uncertainty_score":0.2275642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6077957674055385,"score_gpt":0.4839594173897838,"score_spread":0.1238363500157547,"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."}}