{"id":"W2072473102","doi":"10.2147/jmdh.s35792","title":"Mentoring in biostatistics: some suggestions for reform","year":2012,"lang":"en","type":"article","venue":"Journal of Multidisciplinary Healthcare","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"Canadian Institutes of Health Research","keywords":"Biostatistics; Medical education; Psychology; Professional development; Computer science; Medicine; Nursing; Public health","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":[],"consensus_categories":[],"category_scores_codex":[0.001917208,0.0001351632,0.0002800786,0.0002781335,0.0001312752,0.00000787686,0.0001766464,0.0001381895,0.00004190734],"category_scores_gemma":[0.000126566,0.0001129881,0.00007845949,0.0001327129,0.00002313481,0.0002464706,0.00005427217,0.0004386915,0.00002151606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006047302,"about_ca_system_score_gemma":0.0001131213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009317212,"about_ca_topic_score_gemma":0.00001291636,"domain_scores_codex":[0.9980337,0.00009312112,0.0008150832,0.0001313716,0.0002355243,0.0006912048],"domain_scores_gemma":[0.9987007,0.0002242769,0.0004080196,0.0001448514,0.0001197094,0.000402423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001282187,0.001385848,0.7072272,0.0009785929,0.0002667392,0.0001395762,0.1101751,0.00005148407,0.00133371,0.07604655,0.007798005,0.09331498],"study_design_scores_gemma":[0.003931637,0.0009147322,0.9087715,0.001024844,0.00004843781,0.0002572973,0.02842103,0.00005762528,0.0003193493,0.003498069,0.05228828,0.0004671873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579654,0.009300944,0.0007256186,0.01169953,0.01897779,0.0005204387,0.00007047273,0.00002742772,0.0007124005],"genre_scores_gemma":[0.9854131,0.0002265106,0.01116872,0.00007457086,0.00200039,0.0000404657,0.00000959675,0.00002561644,0.001041066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015443,"threshold_uncertainty_score":0.4607521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07124256513702328,"score_gpt":0.4158366729733274,"score_spread":0.3445941078363042,"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."}}