{"id":"W7128238515","doi":"10.71358/ezu.2216","title":"Mentorship and professional development for early-career social workers: the Canadian experience","year":2025,"lang":"","type":"article","venue":"Edukacja Zawodowa i Ustawiczna","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Professional development; Psychological resilience; Social work; Competence (human resources); Prestige; Mental health; Social support","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004933037,0.0004359332,0.0004596116,0.001060618,0.02394192,0.004392522,0.001923817,0.001264589,0.003997143],"category_scores_gemma":[0.006332774,0.0003394898,0.0003281763,0.002624364,0.005286865,0.001290296,0.005629991,0.003338443,0.0002682758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07737637,"about_ca_system_score_gemma":0.2177442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9789347,"about_ca_topic_score_gemma":0.9943452,"domain_scores_codex":[0.9948424,0.00119335,0.00009418375,0.0002136052,0.001569026,0.002087602],"domain_scores_gemma":[0.9872763,0.0008966249,0.0003399638,0.0001599879,0.002582073,0.008745071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003888384,0.0008015907,0.05073102,0.0009841309,0.00004875282,0.004299511,0.5958267,0.0006274964,0.001989792,0.02881238,0.06683289,0.2486569],"study_design_scores_gemma":[0.0000374993,0.0002852153,0.06472816,0.0005694416,0.00002725812,0.0009966743,0.3691045,0.000277476,0.0006914263,0.0007187797,0.5624295,0.0001340608],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8382725,0.01638352,0.001200081,0.04605385,0.001506264,0.0002609011,0.0002992747,0.0001078837,0.09591576],"genre_scores_gemma":[0.9564794,0.01113405,0.001198403,0.002035678,0.00006604721,0.00004273765,0.00008997707,0.00004619967,0.02890771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07737637,"threshold_uncertainty_score":0.5614074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06851352062663672,"score_gpt":0.3580818845809399,"score_spread":0.2895683639543031,"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."}}