{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01187067,0.0003338983,0.0003503803,0.001419688,0.003980529,0.005550443,0.0007722739,0.001420272,0.006232006],"category_scores_gemma":[0.01925679,0.0002281188,0.0004677884,0.0008505555,0.009496642,0.002268715,0.006623869,0.003835536,0.0004661586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003810542,"about_ca_system_score_gemma":0.005847704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002212212,"about_ca_topic_score_gemma":0.003053456,"domain_scores_codex":[0.9903038,0.004901877,0.0003083076,0.0005006117,0.002167471,0.001817901],"domain_scores_gemma":[0.9706848,0.01444515,0.004821158,0.0009611675,0.002523677,0.006564158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001266865,0.000457261,0.1663206,0.001165455,0.00008849914,0.001555336,0.7048337,0.0003602594,0.002667245,0.02429579,0.00840491,0.08972429],"study_design_scores_gemma":[0.000065021,0.0005448634,0.1001673,0.001861409,0.00007373693,0.001735573,0.80818,0.0005260239,0.0008458525,0.01261915,0.07328852,0.00009252538],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9110429,0.003403562,0.002952084,0.02937572,0.0004405051,0.00009696741,0.0000293954,0.00004659688,0.0526122],"genre_scores_gemma":[0.9974198,0.0004644233,0.0003028268,0.001160032,0.00004440355,0.00001353209,0.000007464905,0.000004801038,0.0005827323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01187067,"threshold_uncertainty_score":0.06277883,"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."}}