{"id":"W2894549403","doi":"10.1126/science.aav5914","title":"NextGen Voices: Quality mentoring","year":2018,"lang":"en","type":"letter","venue":"Science","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Quality (philosophy); Business; Computer science; Medical education; Psychology; Medicine; Physics","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":[0.01600399,0.0006770623,0.001106338,0.0009632683,0.01092832,0.01150716,0.003307279,0.07760544,0.05376914],"category_scores_gemma":[0.1146644,0.0007906363,0.001277451,0.0006413498,0.007172422,0.007765928,0.0076757,0.05813008,0.02177423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005122937,"about_ca_system_score_gemma":0.01355858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002669864,"about_ca_topic_score_gemma":0.01099795,"domain_scores_codex":[0.9819041,0.005022163,0.001297647,0.00116612,0.008398272,0.002211783],"domain_scores_gemma":[0.9012494,0.03985005,0.00489604,0.005762351,0.01895562,0.02928651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009799248,0.00001424165,0.0001585257,0.0000324575,0.000004392068,0.0005972041,0.0001059502,0.00001858415,0.00007218972,0.003361929,0.9876978,0.007926947],"study_design_scores_gemma":[0.00005038904,0.00003029942,0.0004779913,0.0002629706,0.000009419799,0.001163395,0.000501816,0.0002192525,0.0001178808,0.01475909,0.9823796,0.00002793774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001654473,0.0007249647,0.0002179294,0.956996,0.03163543,0.00001831622,0.00001420883,0.00005186119,0.01017575],"genre_scores_gemma":[0.006984781,0.001251119,0.0006706192,0.8339139,0.09569789,0.00009342775,0.00004531922,0.0001110498,0.06123202],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07760544,"threshold_uncertainty_score":0.1798757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060050604968556,"score_gpt":0.412173832393031,"score_spread":0.3061687718961754,"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."}}