{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004119649,0.0002228322,0.0004149104,0.001225104,0.003373552,0.004003038,0.0004640179,0.0008116253,0.003942975],"category_scores_gemma":[0.009163672,0.0001760633,0.000283957,0.0009489245,0.002495948,0.002169453,0.005654573,0.001566182,0.0002751162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011508,"about_ca_system_score_gemma":0.002197059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002638392,"about_ca_topic_score_gemma":0.004809657,"domain_scores_codex":[0.9969804,0.001640705,0.0001138278,0.0001725679,0.0003322234,0.0007603212],"domain_scores_gemma":[0.9914886,0.003610474,0.001057578,0.0001465224,0.0004355536,0.003261242],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003116218,0.0004050421,0.3885679,0.0003948307,0.00009934114,0.002891694,0.5139753,0.0001408159,0.002127807,0.004021496,0.002571032,0.08449305],"study_design_scores_gemma":[0.00002453151,0.0002877633,0.2060111,0.0002956447,0.0000288193,0.0007689322,0.7778646,0.0001625046,0.0002090299,0.001366504,0.01293778,0.00004286445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951113,0.0005137544,0.0001424117,0.001634512,0.00004732472,0.000009563116,0.0000275607,0.00000212705,0.002511476],"genre_scores_gemma":[0.9991388,0.0002478681,0.00004872674,0.0001561121,0.0000179148,0.000007071341,0.00001762744,0.00000137165,0.0003644511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9958804,"threshold_uncertainty_score":0.02178705,"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."}}