{"id":"W2987566482","doi":"10.1007/978-3-030-32082-9_4","title":"ISA, Identity Development and Mentorship for Teacher Stress","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Mentorship; Identity (music); Session (web analytics); Stress (linguistics); Psychology; Process (computing); Professional development; Pedagogy; Mathematics education; Medical education; Computer science; Medicine; Art","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":[0.0002292008,0.000463028,0.0002267907,0.0006120218,0.001533005,0.002451058,0.0005885496,0.001074162,0.01772221],"category_scores_gemma":[0.0004132556,0.0001366437,0.0001972542,0.0006774595,0.001380631,0.001901645,0.0009792019,0.002386644,0.003723654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395504,"about_ca_system_score_gemma":0.001583402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002618103,"about_ca_topic_score_gemma":0.01011707,"domain_scores_codex":[0.9999094,0.00002365887,0.000003048555,0.00001074433,0.00003725781,0.00001575699],"domain_scores_gemma":[0.999921,0.00002755255,0.000006197797,0.000007407795,0.00001773418,0.00002015057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001451017,0.00009899915,0.0001969022,0.0002491403,0.000004019036,0.0001279586,0.003181208,0.0002838258,0.0005327979,0.4623381,0.2811036,0.2518689],"study_design_scores_gemma":[0.000002854551,0.00002154331,0.0007078841,0.0002267837,0.000003369211,0.000205917,0.001350394,0.0001508606,0.0001761073,0.06783172,0.9293172,0.000005236382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002069091,0.06148114,0.003355901,0.007510768,0.003576105,0.00003270994,0.00004275664,0.00007741828,0.921854],"genre_scores_gemma":[0.02632528,0.02334102,0.001763815,0.001107314,0.0009364325,0.00004747965,0.00004438498,0.00004462317,0.9463896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01772221,"threshold_uncertainty_score":0.05928671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06544513451918077,"score_gpt":0.3293867086097996,"score_spread":0.2639415740906189,"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."}}