{"id":"W3206798992","doi":"10.1016/j.identj.2021.08.057","title":"Voicing Beliefs on Global Leadership for Dentistry","year":2021,"lang":"en","type":"article","venue":"International Dental Journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal; McGill University","funders":"Réseau de Recherche en Santé Buccodentaire et Osseuse","keywords":"Snowball sampling; Mentorship; Leadership development; Transformational leadership; Workforce; Leadership style; Qualitative research; Medical education; Psychology; Medicine; Public relations; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008590363,0.000131421,0.0001353001,0.0001080482,0.000801472,0.0001636837,0.000421587,0.0001258258,0.003713431],"category_scores_gemma":[0.001627237,0.0001323139,0.000154927,0.0001629465,0.00004829025,0.0004403538,0.0001354,0.0008893107,0.001657909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704131,"about_ca_system_score_gemma":0.0009061215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005592387,"about_ca_topic_score_gemma":0.0001282132,"domain_scores_codex":[0.9975626,0.0002720904,0.0005061832,0.0002545866,0.0009279192,0.0004766182],"domain_scores_gemma":[0.9981479,0.0004427985,0.0002723828,0.0001518325,0.0007416109,0.0002434773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004776583,0.0006977723,0.9057423,0.0001033069,0.0003495246,0.0005831671,0.001178764,0.00003927402,0.002468151,0.01354055,0.05846637,0.01635312],"study_design_scores_gemma":[0.003160489,0.0001192648,0.8512932,0.0005851596,0.00003896227,0.003813303,0.02704633,0.0001668945,0.001247365,0.005832774,0.1064162,0.0002801146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8960885,0.0006363328,0.003024903,0.02067394,0.02520184,0.0004564196,0.0002380431,0.00005421352,0.05362578],"genre_scores_gemma":[0.9579571,0.00009147907,0.0007238279,0.005821404,0.003899053,0.00005704884,0.0001432412,0.00003003326,0.0312768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06186859,"threshold_uncertainty_score":0.9991194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.277969640651458,"score_gpt":0.5766952615635657,"score_spread":0.2987256209121077,"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."}}