{"id":"W3024616200","doi":"10.1057/s41599-020-0469-5","title":"Postdoctoral scholars’ perspectives about professional learning and development: a concurrent mixed-methods study","year":2020,"lang":"en","type":"article","venue":"Palgrave Communications","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Thematic analysis; Variety (cybernetics); Professional development; Value (mathematics); Psychology; Qualitative research; Professional learning community; Descriptive statistics; Qualitative property; Sociology; Medical education; Pedagogy; Medicine; Computer science; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06507425,0.0004867655,0.00116463,0.003869615,0.007557163,0.006164357,0.001716144,0.001462525,0.003222184],"category_scores_gemma":[0.06851932,0.001024305,0.0007994701,0.003266186,0.003497225,0.003933073,0.005591433,0.001882152,0.0004232724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003900658,"about_ca_system_score_gemma":0.01081908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002802478,"about_ca_topic_score_gemma":0.005913426,"domain_scores_codex":[0.971526,0.02009307,0.001884357,0.001638403,0.003258909,0.001599309],"domain_scores_gemma":[0.9404846,0.04702736,0.003592771,0.001836785,0.005085202,0.001973305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002997564,0.001744587,0.04687372,0.0006457645,0.00006212522,0.0005278002,0.9072365,0.00008499595,0.0008824113,0.001832449,0.0005343937,0.03927554],"study_design_scores_gemma":[0.0001052596,0.001410517,0.02683886,0.0006605627,0.00007654139,0.0003535419,0.960744,0.0003547341,0.000860956,0.001271749,0.007269986,0.00005325633],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931768,0.0004684274,0.001855642,0.0005829343,0.00004312992,0.001359548,0.0001279569,0.00001211702,0.002373505],"genre_scores_gemma":[0.9830513,0.0009557357,0.007110622,0.0008901422,0.00006890688,0.006086755,0.0001244083,0.0000179202,0.001694244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06507425,"threshold_uncertainty_score":0.3441496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06989305105988844,"score_gpt":0.463206877629845,"score_spread":0.3933138265699566,"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."}}