{"id":"W2902437684","doi":"10.1186/s13643-018-0892-5","title":"Professional learning and development of postdoctoral scholars: a scoping review protocol","year":2018,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Alberta Children's Hospital; University of Calgary","funders":"University of Calgary","keywords":"Inclusion (mineral); Professional development; Vocabulary; Citation; Discipline; Medicine; Medical education; Grey literature; Protocol (science); MEDLINE; Library science; Alternative medicine; Political science; Computer science; Sociology; Social 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2026729,0.005340849,0.01218421,0.02220235,0.007645711,0.009666094,0.007743041,0.01160696,0.06207821],"category_scores_gemma":[0.1732338,0.006669598,0.01139805,0.0165647,0.006543731,0.01085988,0.008933711,0.008006789,0.01622109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0183163,"about_ca_system_score_gemma":0.1292151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007176433,"about_ca_topic_score_gemma":0.0142741,"domain_scores_codex":[0.9097378,0.03899115,0.0314802,0.005706436,0.01035867,0.003725713],"domain_scores_gemma":[0.8405464,0.05219514,0.01783031,0.01525253,0.06794544,0.006230058],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.008860912,0.001443331,0.002235577,0.7042502,0.001776721,0.002713407,0.01868595,0.002853024,0.004369109,0.01557998,0.09218284,0.1450489],"study_design_scores_gemma":[0.01415431,0.002374978,0.008238982,0.4867971,0.003436147,0.0009490995,0.01512266,0.002062417,0.004282172,0.01736677,0.4445139,0.0007015973],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003560757,0.0006626606,0.001696414,0.0003567586,0.0001337773,0.9940812,0.002020865,0.00005814914,0.0006341229],"genre_scores_gemma":[0.0003322472,0.0006495646,0.004315613,0.0001302862,0.00001827947,0.9938704,0.0004371903,0.000007180146,0.0002392005],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7973271,"threshold_uncertainty_score":0.9832463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.542227640982313,"score_gpt":0.6648782172649877,"score_spread":0.1226505762826747,"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."}}