{"id":"W4415649704","doi":"10.1007/978-3-032-01813-7_7","title":"Cross-Disciplinary Mentoring in Academia: Fostering Collaboration and Innovation","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Diversity (politics); Career development; Knowledge sharing; Peer mentoring; Cultural diversity","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00317395,0.0007989769,0.0004953839,0.00130828,0.003326556,0.01122847,0.001561565,0.002127106,0.01200112],"category_scores_gemma":[0.003149281,0.000319633,0.0005995324,0.001571886,0.004461417,0.007228738,0.008583825,0.003369825,0.003924969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001750458,"about_ca_system_score_gemma":0.003392654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006602165,"about_ca_topic_score_gemma":0.001645515,"domain_scores_codex":[0.99756,0.001390221,0.00007266925,0.0001469038,0.0006576246,0.0001725902],"domain_scores_gemma":[0.9977042,0.001358582,0.0001013029,0.0001674001,0.0002210666,0.0004474219],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002742276,0.0001510016,0.00050251,0.001083918,0.00002177203,0.0006035444,0.02796053,0.0008301816,0.001527279,0.4132116,0.06546786,0.4886124],"study_design_scores_gemma":[0.000007418227,0.00007149675,0.0003677569,0.001113223,0.00000963478,0.0008556583,0.006691225,0.0005543384,0.0008473704,0.09158833,0.8978708,0.00002278592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01419737,0.09031332,0.0681255,0.02443003,0.004482265,0.0003426491,0.000068125,0.0005358372,0.7975049],"genre_scores_gemma":[0.2032669,0.1226963,0.09107505,0.006307554,0.002334045,0.0006851126,0.0002096397,0.0004454543,0.57298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9968261,"threshold_uncertainty_score":0.04014778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1643273219650292,"score_gpt":0.479771280798683,"score_spread":0.3154439588336538,"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."}}