{"id":"W4390701025","doi":"10.15170/socrev.2023.16.02.02","title":"ISA-guided mentorship and teacher turnover","year":2023,"lang":"en","type":"article","venue":"Szociális Szemle","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Mentorship; Identity (music); Teacher induction; Identity crisis; Government (linguistics); Psychology; State (computer science); Turnover; Political science; Social psychology; Pedagogy; Public relations; Professional development; Medical education; Medicine; Personality; Management; Economics; Mathematics","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":[0.002672449,0.0001572345,0.0002424877,0.001118979,0.003992661,0.003276628,0.0007664053,0.0008017214,0.006043662],"category_scores_gemma":[0.01376102,0.0001541122,0.0002501028,0.000753821,0.001686237,0.001225737,0.003442335,0.001205719,0.0004962991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003329117,"about_ca_system_score_gemma":0.003025278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004879278,"about_ca_topic_score_gemma":0.008925132,"domain_scores_codex":[0.9965693,0.001457914,0.0001342474,0.0001356172,0.0007878906,0.0009150118],"domain_scores_gemma":[0.9880376,0.003159867,0.003748032,0.0008010208,0.001386364,0.002867278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005743564,0.001375474,0.6807544,0.0001669479,0.00005200529,0.001976114,0.143977,0.001046941,0.001296739,0.0292963,0.006073888,0.1334098],"study_design_scores_gemma":[0.00005618594,0.0003925747,0.709174,0.00021343,0.00002599272,0.00200861,0.2564394,0.002026303,0.0008991482,0.008034273,0.02068768,0.0000424473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857394,0.0001932079,0.0005102769,0.0009366286,0.00002773974,0.00002172574,0.00002582575,0.00001198525,0.01253322],"genre_scores_gemma":[0.9975871,0.00006267281,0.0001012119,0.00003925208,0.000006474886,0.00001112467,0.00001656829,0.000002959961,0.002172714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006043662,"threshold_uncertainty_score":0.02415454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2328657959506633,"score_gpt":0.4326326686969439,"score_spread":0.1997668727462806,"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."}}