{"id":"W4414296139","doi":"10.52058/2786-6165-2025-8(38)-900-911","title":"COMPARATIVE ANALYSIS OF THEORETICAL AND METHODOLOGICAL ASPECTS OF LAWYERS’ PROFESSIONAL TRAINING IN CANADA AND UKRAINE","year":2025,"lang":"uk","type":"article","venue":"Вісник науки та освіти","topic":"Legal Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Professional development; Government (linguistics); Work (physics); Agency (philosophy)","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":[0.002993589,0.0001525484,0.0003461419,0.007849265,0.006642604,0.003928023,0.0009288741,0.0005371215,0.001847115],"category_scores_gemma":[0.01437261,0.0002443428,0.0002697324,0.01322752,0.003123136,0.0008112882,0.002113682,0.0007274807,0.00008723049],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08779661,"about_ca_system_score_gemma":0.1129662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9398602,"about_ca_topic_score_gemma":0.9684336,"domain_scores_codex":[0.9959473,0.0008144789,0.0001484775,0.0003694454,0.001537522,0.001182799],"domain_scores_gemma":[0.9892676,0.003363044,0.0009304157,0.0001873111,0.004737332,0.001514184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000215698,0.000162356,0.3904508,0.001052491,0.000139016,0.001685723,0.3203748,0.002275549,0.001321894,0.06407005,0.005796101,0.2124555],"study_design_scores_gemma":[0.0000066621,0.00003079063,0.8008795,0.0003623093,0.00005329412,0.0002735377,0.1605177,0.0009121387,0.0004699635,0.0008928517,0.03556586,0.00003524502],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95388,0.005327361,0.0008380004,0.002093944,0.00003178849,0.00007811474,0.0003296126,0.00002189647,0.03739937],"genre_scores_gemma":[0.9950015,0.001702557,0.0005895539,0.0001234182,0.000006125732,0.00002145943,0.0001606149,0.000008273616,0.002386522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9122034,"threshold_uncertainty_score":0.637012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07377099199997285,"score_gpt":0.3970291423919494,"score_spread":0.3232581503919765,"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."}}