{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00318478,0.0002385312,0.0002477154,0.00020847,0.0003086124,0.0001316543,0.001609487,0.0004048929,0.001777305],"category_scores_gemma":[0.0001872172,0.0002090254,0.00005488682,0.0005038613,0.0006400598,0.0001434924,0.0002673513,0.001042019,0.003869967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002874635,"about_ca_system_score_gemma":0.0002424915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001230626,"about_ca_topic_score_gemma":0.000001163883,"domain_scores_codex":[0.9963237,0.0001064016,0.0003968656,0.0009856254,0.001110529,0.001076876],"domain_scores_gemma":[0.9986067,0.0001186134,0.0002530346,0.0007757072,0.000105193,0.0001407296],"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":[0.000001906615,0.000007676151,0.0003390622,0.00002591315,0.00001619,0.00002460149,0.002384936,4.111005e-8,0.0002977487,0.0001094695,0.9929892,0.003803284],"study_design_scores_gemma":[0.00009270943,0.00002050491,0.001713542,0.00006893156,0.000007734089,0.000004933846,0.000106466,4.688036e-7,0.0002811852,0.000256679,0.9971626,0.0002842708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01278878,0.0007195751,0.0001780486,0.430304,0.09343646,0.0004855822,0.0000285243,0.0003810376,0.461678],"genre_scores_gemma":[0.001276,0.00002075369,0.001185475,0.5092562,0.02021761,0.0001095473,0.00002547886,0.00004746898,0.4678615],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07895219,"threshold_uncertainty_score":0.9991352,"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."}}