{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002381652,0.0007260218,0.0005961317,0.0004293379,0.004077243,0.0004252426,0.001080095,0.0009024585,0.0008098306],"category_scores_gemma":[0.0002962577,0.0006020952,0.0001634061,0.0006971415,0.0006149511,0.0001478929,0.000375634,0.001151491,0.0001250262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001459079,"about_ca_system_score_gemma":0.004333156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0148207,"about_ca_topic_score_gemma":0.01445546,"domain_scores_codex":[0.9942158,0.0004234806,0.001140326,0.001278376,0.0007133096,0.002228746],"domain_scores_gemma":[0.9975663,0.0006398855,0.0003254214,0.0005211274,0.0002466234,0.0007005833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005731888,0.0003649546,0.1125842,0.0004176653,0.001241317,0.00002171846,0.2920592,0.00000221069,0.00004782139,0.01844768,0.4933641,0.08087594],"study_design_scores_gemma":[0.001496913,0.00004508966,0.2085255,0.0004670181,0.0001006262,0.000003504825,0.01856219,0.00001099322,0.0002076102,0.000618045,0.7693446,0.0006179684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.812823,0.007880979,0.0005571784,0.03745389,0.07365936,0.00601678,0.0001143372,0.0001705069,0.06132394],"genre_scores_gemma":[0.8278641,0.0000308189,0.0005029993,0.002179134,0.001011019,0.001518969,0.00003464522,0.00005727177,0.1668011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2759805,"threshold_uncertainty_score":0.999643,"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."}}