{"id":"W4403436960","doi":"10.1080/21568235.2024.2404683","title":"STEM PhD holders working outside academia: the role of social support in career transition","year":2024,"lang":"en","type":"article","venue":"European Journal of Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Career development; Higher education; Transition (genetics); Public relations; Pedagogy; Sociology; Political science","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":[0.002640177,0.00007967227,0.0001264312,0.0001486863,0.0001513182,0.0000861856,0.0002636309,0.00006532816,0.0004232778],"category_scores_gemma":[0.00001700678,0.00006272385,0.0001133534,0.0004400302,0.0001448489,0.0002485553,0.000009292527,0.0005495662,0.00003460099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002068712,"about_ca_system_score_gemma":0.0007496123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008457814,"about_ca_topic_score_gemma":0.00003254546,"domain_scores_codex":[0.9978487,0.001012073,0.0004816312,0.0001166352,0.000376783,0.0001641671],"domain_scores_gemma":[0.9994131,0.00009441665,0.0001904435,0.00008136684,0.0001473293,0.00007329498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005743873,0.0004074941,0.04497815,0.00007044917,0.00007692849,0.00001164162,0.7122033,0.00006002311,0.001075399,0.02346436,0.03543228,0.1821626],"study_design_scores_gemma":[0.0001290702,0.00003882703,0.245146,0.000118802,0.00004798712,0.000004636224,0.03039014,9.764143e-7,0.0001260589,0.00133252,0.7225612,0.0001037379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9066676,0.002111575,0.00003921519,0.03750174,0.003929642,0.0001706862,0.000002123972,0.00002911558,0.04954834],"genre_scores_gemma":[0.9954755,0.00004053229,0.00006966502,0.0003486817,0.001602865,0.000002168397,0.000002189871,0.00001617535,0.002442199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6871289,"threshold_uncertainty_score":0.4634595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06052184961357097,"score_gpt":0.3382456328309054,"score_spread":0.2777237832173344,"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."}}