{"id":"W4416161891","doi":"10.1007/978-3-032-02333-9_6","title":"A Critical Incident Support Model for Decision-Making in Challenging Mentorship Situations","year":2025,"lang":"en","type":"book-chapter","venue":"Springer texts in education","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Tyndale University","funders":"","keywords":"Mentorship; Qualitative research; Critical Incident Technique; Data collection; Qualitative analysis; Qualitative property","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":[0.002355929,0.0009574011,0.0004138059,0.0009118641,0.001329118,0.004524616,0.002823471,0.002175147,0.02108553],"category_scores_gemma":[0.008364704,0.0004116999,0.0007600304,0.0009671805,0.001850092,0.003839081,0.001657284,0.002005811,0.002246938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002036249,"about_ca_system_score_gemma":0.003524718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005002289,"about_ca_topic_score_gemma":0.003793021,"domain_scores_codex":[0.9984367,0.0008745192,0.00007361027,0.000182645,0.0003093377,0.0001232034],"domain_scores_gemma":[0.9934514,0.005084234,0.0002588136,0.0002311143,0.000665674,0.000308836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002889456,0.0004566912,0.001988531,0.0003477139,0.00006728359,0.0008136731,0.004336378,0.1382066,0.001417371,0.6861418,0.02004205,0.145893],"study_design_scores_gemma":[0.0001043834,0.0001740101,0.0006459688,0.0002057784,0.00005367395,0.0002727782,0.002404022,0.5270583,0.001011848,0.423558,0.04444722,0.00006402975],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01850753,0.0003684774,0.8658123,0.005285726,0.0003395847,0.0006990773,0.0003299712,0.0007481191,0.1079093],"genre_scores_gemma":[0.5569274,0.00072812,0.393921,0.0006396555,0.000190918,0.001299234,0.0005509006,0.0001585602,0.04558415],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02108553,"threshold_uncertainty_score":0.0705381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04421458555503267,"score_gpt":0.3931565366293405,"score_spread":0.3489419510743079,"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."}}