{"id":"W4403728992","doi":"10.1073/pnas.2418956121","title":"Reply to Hu: Postdoctoral consortia remove barriers to retention and effectively prepare participants for career advancement","year":2024,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"National Science Foundation","keywords":"Medical education; Psychology; Nursing; Medicine","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":[0.008018493,0.0007488671,0.001429487,0.001099119,0.006357871,0.004949273,0.002637662,0.04986196,0.009217945],"category_scores_gemma":[0.05283565,0.001233612,0.001304369,0.001189423,0.004417493,0.004684085,0.003431526,0.04445184,0.006893368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005571003,"about_ca_system_score_gemma":0.01352537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01039666,"about_ca_topic_score_gemma":0.01277509,"domain_scores_codex":[0.995487,0.001046358,0.0005366085,0.0005156247,0.001314861,0.001099449],"domain_scores_gemma":[0.9746816,0.01040932,0.001480454,0.0008800648,0.006607515,0.005940959],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004021121,0.00002514878,0.0009407101,0.00003721856,0.00001738425,0.0001508996,0.0001518011,0.00003227095,0.00009021855,0.0007589046,0.9946442,0.003110981],"study_design_scores_gemma":[0.0001549501,0.000135675,0.007448516,0.0003830774,0.0001295933,0.000971552,0.004325424,0.0004982337,0.0006170939,0.003909827,0.9812152,0.0002108676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005083623,0.0003261573,0.00007762224,0.9747012,0.02372124,0.00001138061,0.00005254348,0.00003002389,0.0005715065],"genre_scores_gemma":[0.002529544,0.0003064052,0.0001330335,0.9822343,0.01167865,0.0000410648,0.00002785006,0.00001266107,0.003036474],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9919815,"threshold_uncertainty_score":0.04240638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1979839906139146,"score_gpt":0.4663785712007886,"score_spread":0.268394580586874,"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."}}