{"id":"W4414064371","doi":"10.1093/brain/awaf314","title":"The postdoc paradox: a career without a path","year":2025,"lang":"en","type":"article","venue":"Brain","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Career path; Path (computing); Face (sociological concept); Burnout; Career development","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":[0.01506741,0.0003646133,0.0004941591,0.001245269,0.007104375,0.008887062,0.001927142,0.007992844,0.01619822],"category_scores_gemma":[0.03758233,0.000323181,0.0009000667,0.001189385,0.009763381,0.00941267,0.008225425,0.01454274,0.002519542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006392108,"about_ca_system_score_gemma":0.01385634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005823663,"about_ca_topic_score_gemma":0.01545746,"domain_scores_codex":[0.991458,0.005129341,0.0002319118,0.0005996098,0.001339767,0.001241394],"domain_scores_gemma":[0.9751614,0.01409492,0.001480653,0.001222259,0.002596603,0.005444013],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002419076,0.0003058267,0.006585755,0.0006239475,0.0001027191,0.001156992,0.02423903,0.000265239,0.000232267,0.4957358,0.3378405,0.1326701],"study_design_scores_gemma":[0.0002382712,0.0001903303,0.003889181,0.001731762,0.00009133394,0.001452446,0.03243677,0.00040245,0.000333435,0.20614,0.7530099,0.00008414831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03137008,0.01298852,0.00467007,0.848672,0.009082814,0.00005203504,0.0001208126,0.00008189213,0.09296186],"genre_scores_gemma":[0.5208009,0.01483176,0.003189601,0.4298544,0.003223869,0.0001439322,0.0001130914,0.0001708324,0.02767151],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9849326,"threshold_uncertainty_score":0.07968503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08866345948569518,"score_gpt":0.4385643459432019,"score_spread":0.3499008864575067,"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."}}