{"id":"W2131806005","doi":"10.36834/cmej.36577","title":"Do Dentists’ Require Leadership Qualities?","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006876061,0.0001487703,0.0001807288,0.0005302678,0.001608682,0.0001000307,0.000524144,0.0003982112,0.2524892],"category_scores_gemma":[0.05134726,0.0001423484,0.00006912904,0.0004278003,0.0001920453,0.001323788,0.0000346564,0.002668829,0.005918612],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002473628,"about_ca_system_score_gemma":0.1282022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02159117,"about_ca_topic_score_gemma":0.01009143,"domain_scores_codex":[0.9949083,0.001435176,0.000682605,0.0001813483,0.00132859,0.00146394],"domain_scores_gemma":[0.980405,0.0003959999,0.0002759638,0.0003385428,0.0006909435,0.0178935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001328072,0.0002092445,0.273787,0.0001588544,0.00003346734,0.00001363424,0.02393664,1.021404e-7,0.000005011611,0.01359383,0.6451982,0.04305076],"study_design_scores_gemma":[0.0002498659,0.00001252486,0.1501562,0.0002063421,0.00001199298,0.0004167451,0.119004,0.000002062564,0.000001360804,0.0005547768,0.7292487,0.0001354678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5973592,0.00765362,0.00006340342,0.2529573,0.02899189,0.0007041179,0.00002071492,0.00005513414,0.1121946],"genre_scores_gemma":[0.8466915,0.0002566777,0.0001760687,0.08231774,0.009001539,0.0001125937,0.00004230635,0.00004913149,0.06135248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2493322,"threshold_uncertainty_score":0.9996911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2559814554611679,"score_gpt":0.550942577737781,"score_spread":0.2949611222766131,"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."}}