{"id":"W4415779807","doi":"10.1002/ss.70018","title":"Professional Preparation, Ongoing Learning, and Credentialing","year":2025,"lang":"en","type":"article","venue":"New Directions for Student Services","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Credentialing; Certification; Professional development; Professional association; Professional certification (computer technology); Professional studies; Foundation (evidence); Continuing professional development; Professional services","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":[0.007833695,0.0002416105,0.0001970593,0.0009414258,0.00294797,0.004950226,0.001332846,0.001031196,0.01240155],"category_scores_gemma":[0.02289217,0.0001518409,0.0002430073,0.0005144954,0.004627482,0.002519719,0.005257814,0.002507164,0.002066904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002611618,"about_ca_system_score_gemma":0.01196776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717506,"about_ca_topic_score_gemma":0.00293164,"domain_scores_codex":[0.9939606,0.003223921,0.0002691916,0.0003638424,0.001520754,0.0006616053],"domain_scores_gemma":[0.978264,0.005319502,0.001784338,0.001824993,0.003474739,0.009332336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008333027,0.0009460552,0.009648539,0.0003444817,0.000008276829,0.0005355826,0.01891636,0.0006541968,0.001606321,0.2396407,0.04109036,0.6865259],"study_design_scores_gemma":[0.0000612395,0.0006209563,0.02788769,0.001773653,0.00001181537,0.001165153,0.02690077,0.0020557,0.003521166,0.283552,0.6523359,0.0001140106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1325181,0.003961313,0.05313321,0.04421721,0.001700287,0.0007370733,0.0001077561,0.0004055163,0.7632195],"genre_scores_gemma":[0.9008587,0.001491208,0.0299366,0.002080369,0.0003347005,0.0002171567,0.000124422,0.00004507728,0.06491172],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01240155,"threshold_uncertainty_score":0.04148734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345241112826079,"score_gpt":0.4542029636033678,"score_spread":0.440750552475107,"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."}}