{"id":"W7112487930","doi":"","title":"Doctorate Supervision in Virtual Borderland Spaces","year":2022,"lang":"en","type":"article","venue":"Pure (Coventry University)","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Indigenous; Equity (law); Scrutiny; Traditional knowledge; Focus group; Higher education; Appreciative inquiry; Transformative learning; Dual purpose","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":[0.007641816,0.0002932699,0.0003672106,0.0004980576,0.01816047,0.009034843,0.001949974,0.001682071,0.02883014],"category_scores_gemma":[0.009822748,0.0005031207,0.000521347,0.0006216185,0.01069334,0.004272223,0.02115588,0.00343887,0.003127269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004666048,"about_ca_system_score_gemma":0.009993576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004522806,"about_ca_topic_score_gemma":0.01741763,"domain_scores_codex":[0.9884138,0.007878212,0.000192258,0.0007409292,0.0006952352,0.002079671],"domain_scores_gemma":[0.984859,0.003343976,0.0008936274,0.0006954299,0.0005662765,0.009641618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004575771,0.0007009671,0.02272446,0.0004993306,0.00002305044,0.002601415,0.791347,0.001351888,0.0008964189,0.05609892,0.0578394,0.06545955],"study_design_scores_gemma":[0.00007689862,0.0003737961,0.007676358,0.0004692251,0.000006497172,0.000801863,0.5810207,0.000487038,0.0003241705,0.005390333,0.4033319,0.00004121059],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7508132,0.002853401,0.01531105,0.03042451,0.003370916,0.0006956864,0.0004113669,0.0003486807,0.1957711],"genre_scores_gemma":[0.9684114,0.0006102613,0.004058339,0.001384659,0.0002129461,0.0003094893,0.00009731374,0.00008472376,0.02483088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02883014,"threshold_uncertainty_score":0.09644645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09862928465148257,"score_gpt":0.4137053971270762,"score_spread":0.3150761124755936,"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."}}