{"id":"W4312199479","doi":"10.20944/preprints202212.0465.v1","title":"Systematic Study of Leadership and Innovation Mediators","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Sample (material); Psychology; Shared leadership; Connection (principal bundle); Creative thinking; Leadership style; Public relations; Knowledge management; Social psychology; Creativity; Political science; Engineering; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03650843,0.0004941723,0.001421384,0.004570778,0.001487066,0.001847206,0.0007005405,0.000741424,0.00176254],"category_scores_gemma":[0.08272585,0.0006422725,0.0007506222,0.003563794,0.002063558,0.00271563,0.002203267,0.0008312635,0.0002721307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001525279,"about_ca_system_score_gemma":0.01122172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919906,"about_ca_topic_score_gemma":0.003068301,"domain_scores_codex":[0.9662714,0.02631073,0.002706195,0.00166706,0.002622059,0.0004224876],"domain_scores_gemma":[0.8177238,0.1419081,0.0170163,0.01129572,0.01094868,0.001107482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002072953,0.001856575,0.4701121,0.04557894,0.00390792,0.0009232245,0.02741575,0.0008272456,0.007076778,0.02744312,0.001920665,0.4108647],"study_design_scores_gemma":[0.002089388,0.008673045,0.7432304,0.04691536,0.01027957,0.002296013,0.05394246,0.003473379,0.0277388,0.03670255,0.06437302,0.0002859216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7756296,0.1885207,0.02237306,0.001127267,0.0002445749,0.004296714,0.0008839996,0.00005926898,0.006864872],"genre_scores_gemma":[0.9716612,0.01407247,0.01154826,0.0002417487,0.00005355459,0.001567066,0.0002992764,0.00001282511,0.0005435476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03650843,"threshold_uncertainty_score":0.1930773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.184851910081186,"score_gpt":0.3169703931309077,"score_spread":0.1321184830497217,"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."}}