{"id":"W2902234697","doi":"10.1155/2018/5950739","title":"Professional Learning and Development of Postdoctoral Scholars: A Systematic Review of the Literature","year":2018,"lang":"en","type":"review","venue":"Education Research International","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Professional development; Inclusion (mineral); Engineering ethics; Pedagogy; Psychology; Medical education; Sociology; Medicine; Social science; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004688441,0.0002175935,0.0009412777,0.0004942809,0.0007751457,0.00002782624,0.0007873854,0.0002961872,0.001049664],"category_scores_gemma":[0.006659738,0.0001323549,0.0001982651,0.0007250933,0.0002155673,0.0001514814,0.0005214395,0.001985878,0.0001098944],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005060129,"about_ca_system_score_gemma":0.01264196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001559771,"about_ca_topic_score_gemma":0.00001133056,"domain_scores_codex":[0.993066,0.003323666,0.001746354,0.0003342981,0.00122789,0.000301791],"domain_scores_gemma":[0.9927806,0.001103702,0.00138074,0.0003984438,0.00420429,0.0001322684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002710389,0.0001987432,0.00006382474,0.9664936,0.0001471199,9.325875e-8,0.003397499,5.479555e-9,3.021517e-7,0.002705168,0.01699404,0.009996912],"study_design_scores_gemma":[0.00003286531,0.000009208547,0.0000340445,0.4990107,0.00004355431,0.000003485924,0.001205311,3.422402e-7,1.942932e-7,0.00003449717,0.4995687,0.00005703603],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005507034,0.990211,0.00000222588,0.001189478,0.003581767,0.00309325,0.00006831991,0.00001143362,0.001787422],"genre_scores_gemma":[0.00004321053,0.9742124,0.0004971349,0.0001074322,0.0005653521,0.00160883,0.000384537,0.00002780031,0.02255328],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4825747,"threshold_uncertainty_score":0.9998635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4153142068883954,"score_gpt":0.680479752921721,"score_spread":0.2651655460333256,"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."}}