{"id":"W2029500720","doi":"10.1023/b:adco.0000021546.17402.5b","title":"The Potential to Develop a Career in Science: Young Women's Issues and Their Implications for Careers Guidance Initiatives","year":2004,"lang":"en","type":"article","venue":"International Journal for the Advancement of Counselling","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Industrial and organizational psychology; Gender equity; Exploratory research; Work (physics); Cognitive Information Processing; Equity (law); Career development; Career portfolio; Psychology; Public relations; Medical education; Political science; Pedagogy; Sociology; Medicine; Engineering; Social psychology; Social 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001927432,0.00007417511,0.00008366905,0.0001109914,0.001398567,0.00022582,0.0006684384,0.00001731937,0.000002807828],"category_scores_gemma":[0.0002596735,0.00004980872,0.00003644027,0.0002800135,0.0003038807,0.0004104483,0.00003193332,0.0000577506,3.121458e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301115,"about_ca_system_score_gemma":0.0003869066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008887777,"about_ca_topic_score_gemma":0.0006350807,"domain_scores_codex":[0.9989527,0.00001668343,0.0002365816,0.0001266501,0.0004015364,0.0002658193],"domain_scores_gemma":[0.997826,0.0002734553,0.0001428887,0.0000640008,0.001628585,0.00006507961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001061723,0.0001365579,0.01111139,0.00001969922,0.0003987588,0.000002274684,0.3842993,0.0263369,0.006649629,0.4237227,0.0002493617,0.1460117],"study_design_scores_gemma":[0.003388499,0.0002331485,0.02851414,0.0003105461,0.00003432844,0.00001587359,0.1805024,0.0002594989,0.003717207,0.2666359,0.5158912,0.0004972421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3321353,0.002641868,0.6282035,0.03337594,0.002460043,0.0009183851,0.00007671844,0.00001298517,0.0001752191],"genre_scores_gemma":[0.9856757,0.0110812,0.002552327,0.0001904775,0.0002094017,0.0000806675,0.000002166318,0.00000505576,0.0002030243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6535403,"threshold_uncertainty_score":0.9999015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03110626010848334,"score_gpt":0.3460481820518776,"score_spread":0.3149419219433943,"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."}}