{"id":"W1945187483","doi":"","title":"Commitment to Graduate Studies and Careers in Science and Engineering: Examining Women's and Men's Experiences","year":2010,"lang":"en","type":"article","venue":"The Atrium (University of Guelph)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Interpersonal communication; Psychology; Graduate students; Self-efficacy; Self-confidence; Qualitative property; Field (mathematics); Medical education; Social psychology; Applied psychology; Pedagogy; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001052979,0.00006464681,0.000121626,0.0001431362,0.0006453591,0.00003622359,0.0002431818,0.0000246209,0.000007813442],"category_scores_gemma":[0.0001626988,0.00006179562,0.000007220834,0.00039651,0.001277207,0.0002589623,0.0004406503,0.00008248524,6.527477e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007925773,"about_ca_system_score_gemma":0.00007641575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001372146,"about_ca_topic_score_gemma":0.001429086,"domain_scores_codex":[0.999231,0.00002482552,0.00004576611,0.000174678,0.0003161044,0.0002075657],"domain_scores_gemma":[0.9995386,0.0001179843,0.00003120474,0.00008151375,0.0001038978,0.0001268267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002204125,0.000006278467,0.03307873,0.00001395737,0.00001354614,0.000008336857,0.9551879,0.0000014729,0.00806511,0.001236588,0.000153092,0.002212944],"study_design_scores_gemma":[0.0001749857,0.00003037604,0.3627858,0.000007321458,0.000005728374,7.199375e-7,0.6358274,0.00001615836,0.00002859354,0.00008088302,0.0009688976,0.00007312551],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973872,0.00009800444,0.000003716012,0.00161847,0.0001133495,0.0001331342,0.000001026229,0.00001457686,0.0006305795],"genre_scores_gemma":[0.9992656,0.0001639153,0.0004024907,0.00002706926,0.00001173155,5.826401e-7,1.048079e-7,0.000001451063,0.0001270289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3297071,"threshold_uncertainty_score":0.4963646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04392071575658228,"score_gpt":0.255469192779316,"score_spread":0.2115484770227337,"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."}}