{"id":"W3029159095","doi":"10.2139/ssrn.3049991","title":"High Performing Peers and Female STEM Choices in School","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"School Choice and Performance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Psychology; Developmental psychology; Social psychology","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":[0.00321594,0.0001050964,0.0001515618,0.0001010048,0.002169641,0.0004910066,0.0005126992,0.0000912462,0.00007133188],"category_scores_gemma":[0.0001986103,0.00009530783,0.0000427998,0.00007642509,0.0001459843,0.001425702,0.00004633644,0.001476267,0.0000408452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005974703,"about_ca_system_score_gemma":0.001842916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004709111,"about_ca_topic_score_gemma":0.07838131,"domain_scores_codex":[0.9975756,0.00007520667,0.0001891644,0.0001650092,0.0003336849,0.001661329],"domain_scores_gemma":[0.9993619,0.0000437366,0.000199011,0.0001797395,0.00005465297,0.0001609212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003776512,0.00001826962,0.9159958,0.000007565482,0.00003016449,0.00000550805,0.001908866,0.00001089397,0.00005052811,0.03092073,0.00005939366,0.05095449],"study_design_scores_gemma":[0.003859604,0.0005015748,0.7722533,0.000295845,0.00006692155,0.0001769329,0.09025275,0.0001430192,0.0002286909,0.07532174,0.05594807,0.0009515665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887961,0.001831941,0.00001343656,0.002137087,0.0003087529,0.00008285838,5.176126e-7,0.00001500909,0.006814362],"genre_scores_gemma":[0.9803383,0.01143983,0.00003226437,0.00007047295,0.00115456,0.000004033746,2.856545e-7,0.000009474364,0.006950727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1437425,"threshold_uncertainty_score":0.9991294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198505133163153,"score_gpt":0.3053005888028132,"score_spread":0.2854500754864979,"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."}}