{"id":"W4296777366","doi":"10.1093/isp/ekac009","title":"Forum: Gendered Dynamics of Academic Networks","year":2022,"lang":"en","type":"article","venue":"International Studies Perspectives","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Friendship; Mentorship; Prestige; Sociology; Inclusion (mineral); Public relations; Dynamics (music); Function (biology); Social media; Citation; Productivity; Political science; Media studies; Gender studies; Social science; Pedagogy; Law; Economic growth","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006509559,0.0001721571,0.0001980992,0.00213884,0.004788102,0.006094003,0.0006568509,0.00126831,0.01292665],"category_scores_gemma":[0.01922458,0.0001349415,0.0001886181,0.001566343,0.002888997,0.007733386,0.005137846,0.001082603,0.0006230664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037786,"about_ca_system_score_gemma":0.001233083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001159044,"about_ca_topic_score_gemma":0.00174627,"domain_scores_codex":[0.9961866,0.00266419,0.0000768064,0.0002643953,0.0004137363,0.0003942786],"domain_scores_gemma":[0.9677287,0.02256118,0.003664448,0.001215164,0.001619295,0.003211171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004468929,0.0002764907,0.06553228,0.0003520625,0.00002942773,0.001382131,0.4609329,0.0004970081,0.003003366,0.3068882,0.03129159,0.1293676],"study_design_scores_gemma":[0.0000815539,0.0002953603,0.06957483,0.0006411109,0.00004160216,0.0008454867,0.3983541,0.002791324,0.001861113,0.0721777,0.4532273,0.00010861],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7589765,0.001673377,0.007094673,0.02324673,0.001173196,0.0001052436,0.000468705,0.0001585443,0.207103],"genre_scores_gemma":[0.990611,0.0003327962,0.000525807,0.0003233975,0.0002519992,0.0000466818,0.00005218286,0.00002442817,0.007831767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9952119,"threshold_uncertainty_score":0.04324389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04829122605390074,"score_gpt":0.3787183326985895,"score_spread":0.3304271066446887,"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."}}