{"id":"W4415731897","doi":"10.1021/acs.jchemed.5c00390","title":"Plans and Experiences of Postdoctoral Scholars in the Chemical Sciences","year":2025,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Basic Energy Sciences","keywords":"Government (linguistics); Inclusion (mineral); Quarter (Canadian coin); Sample (material); Professional association; Marital status; Identification (biology); Women in science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000795399,0.00005590308,0.0001444932,0.0001347977,0.000114795,0.00001346085,0.0002382364,0.00008205195,0.00005880712],"category_scores_gemma":[0.0007203596,0.00003602206,0.00003660422,0.0003385433,0.0002031859,0.0001848996,0.00002641224,0.0004000227,0.000001075941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006591186,"about_ca_system_score_gemma":0.001279061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003596265,"about_ca_topic_score_gemma":0.000003561323,"domain_scores_codex":[0.9989713,0.0001265776,0.000496641,0.00008246519,0.0001917315,0.0001313049],"domain_scores_gemma":[0.9990258,0.0003992215,0.0002522572,0.00007803836,0.0001967591,0.00004790054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002842159,0.003058574,0.1565042,0.0006486442,0.00006418998,0.000001321786,0.5620621,0.000004809985,0.08695859,0.1003756,0.07058985,0.01944792],"study_design_scores_gemma":[0.0008850474,0.0001387692,0.04354277,0.001179262,0.0000497366,0.00002380303,0.9198533,0.000046149,0.008835011,0.01148877,0.0137862,0.0001711907],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838893,0.000995915,0.000006569155,0.01180425,0.0007742153,0.0001043674,0.000001096185,0.000002168334,0.002422097],"genre_scores_gemma":[0.9984387,0.00006529853,0.0004550709,0.0007735881,0.0001819202,0.00002061189,0.000001292244,0.000001788207,0.00006175334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3577912,"threshold_uncertainty_score":0.2268999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133066719678688,"score_gpt":0.5564651179220443,"score_spread":0.4233983982433563,"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."}}