{"id":"W4409256057","doi":"10.4018/979-8-3693-3968-8.ch003","title":"Mentorship, Kinship, and Community","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Mentorship; Kinship; Sociology; Medicine; Anthropology; Medical education","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":[0.001396251,0.0004863585,0.0002655033,0.0006178592,0.00794882,0.007148624,0.001051575,0.00121823,0.0167729],"category_scores_gemma":[0.001985934,0.0001672788,0.0002011919,0.0005668639,0.00650827,0.004935107,0.005412031,0.003161882,0.0038704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002751427,"about_ca_system_score_gemma":0.003608867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003210849,"about_ca_topic_score_gemma":0.009652761,"domain_scores_codex":[0.9988232,0.0005928844,0.00002293263,0.00008349038,0.0002913686,0.000186056],"domain_scores_gemma":[0.9990741,0.0002566144,0.00006023765,0.00007841701,0.0001173188,0.0004132791],"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":[0.0000237969,0.0001241366,0.0005224819,0.0002449501,0.00000660893,0.0008044287,0.06524806,0.0001705286,0.000417429,0.5573875,0.1748603,0.2001898],"study_design_scores_gemma":[0.000003374775,0.00003337936,0.0003902638,0.0002780591,0.000002257586,0.0005105135,0.01697069,0.00006646576,0.0001973181,0.02083135,0.9607065,0.000009732286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00887356,0.01313511,0.001914594,0.01198743,0.002009507,0.00007095656,0.00002608853,0.0001018616,0.9618809],"genre_scores_gemma":[0.1476796,0.008640883,0.002004717,0.002615688,0.0007910558,0.00008173821,0.00003229067,0.0000800068,0.8380741],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0167729,"threshold_uncertainty_score":0.05611092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09440720693001851,"score_gpt":0.4002995856274503,"score_spread":0.3058923786974317,"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."}}