{"id":"W3170240134","doi":"10.1371/journal.pbio.3001282","title":"Promoting inclusive metrics of success and impact to dismantle a discriminatory reward system in science","year":2021,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":189,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University; Simon Fraser University; University of Victoria","funders":"","keywords":"Mentorship; Equity (law); Biology; Value (mathematics); Diversity (politics); Inclusion (mineral); Reward system; Public relations; Engineering ethics; Sociology; Political science; Social science; Computer science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0007927899,0.00009021224,0.000243916,0.0003176818,0.00005642663,0.000008433246,0.0002069843,0.00008563604,0.00002415065],"category_scores_gemma":[0.0005805934,0.00007246813,0.00001783676,0.0008181808,0.0001200552,0.00003656772,0.0003607597,0.000132184,0.00001001987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001808217,"about_ca_system_score_gemma":0.0001328158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001422568,"about_ca_topic_score_gemma":0.000008701143,"domain_scores_codex":[0.9987822,0.0001235194,0.0002685504,0.0003702838,0.0001106475,0.0003448249],"domain_scores_gemma":[0.9993864,0.000152764,0.00009013995,0.0001745843,0.000083869,0.0001122624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004883557,0.0002486656,0.7926187,0.0003133569,0.00008079161,0.00008515742,0.04069013,0.000001360659,0.1391192,0.008969567,0.00008905561,0.01773515],"study_design_scores_gemma":[0.001758193,0.0006980447,0.7954052,0.001131859,0.00007004065,0.0001469299,0.01762733,0.000253048,0.1799597,0.0007632881,0.001472623,0.0007137347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996365,0.0004826722,0.00003102109,0.0001743078,0.0005770277,0.0001424712,0.00001088172,0.00001610376,0.002200499],"genre_scores_gemma":[0.9995383,0.000009107164,0.0002581532,0.00003755137,0.00003444697,0.00002894747,0.000003306579,0.000006303709,0.00008385877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04084047,"threshold_uncertainty_score":0.2955165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03566948355033746,"score_gpt":0.3631850803738908,"score_spread":0.3275155968235534,"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."}}