{"id":"W2072634745","doi":"10.4103/0022-3859.40789","title":"Providing a setup and opportunities for better training of postdoctoral research fellows in an academic environment","year":2008,"lang":"en","type":"article","venue":"Journal of Postgraduate Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University; St. Joseph's Hospital","funders":"","keywords":"Mentorship; Presentation (obstetrics); Medical education; Institution; Medicine; Nature versus nurture; Academic institution; Professional development; Political science; Management; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008446302,0.0001432216,0.0007238046,0.0008828439,0.0000902243,0.000003689353,0.0001399834,0.0001168712,0.00003927645],"category_scores_gemma":[0.01009685,0.00009529972,0.00005885642,0.0001729555,0.0007951426,0.0002239632,0.00003655042,0.001284437,5.907611e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997697,"about_ca_system_score_gemma":0.00226058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007455636,"about_ca_topic_score_gemma":0.000004987143,"domain_scores_codex":[0.9962059,0.0002914384,0.001022642,0.0001675096,0.001487056,0.0008254651],"domain_scores_gemma":[0.9956399,0.0007564123,0.0002657019,0.0001487767,0.0003502466,0.002838955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0124833,0.001071691,0.1122784,0.00389685,0.0002630011,0.01232173,0.06182887,0.000006070952,0.2585605,0.0002792707,0.04744473,0.4895656],"study_design_scores_gemma":[0.09655065,0.1928802,0.2899095,0.02910852,0.0006906911,0.03333459,0.1000525,0.004740013,0.01914548,0.004538048,0.2277635,0.001286324],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8900732,0.00166348,0.00007633833,0.1074557,0.0000765177,0.0005469933,0.000006285476,0.000003711242,0.00009770103],"genre_scores_gemma":[0.9889442,0.006030741,0.0008954258,0.003155833,0.0006881066,0.00001042711,0.00001078129,0.000023657,0.0002408137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4882793,"threshold_uncertainty_score":0.9982415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7823500769767077,"score_gpt":0.5351073696211779,"score_spread":0.2472427073555298,"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."}}