{"id":"W2143665332","doi":"10.1177/1948550615572637","title":"Engineering Exchanges","year":2015,"lang":"en","type":"article","venue":"Social Psychological and Personality Science","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Psychology; Feeling; Identity (music); Social psychology; Social identity theory; Stereotype threat; Social identity approach; Developmental psychology; Social group","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001734401,0.00005470249,0.00007546,0.00003521364,0.0007894404,0.0001134762,0.0002247672,0.00006039793,0.0001299305],"category_scores_gemma":[0.0003077392,0.00004807523,0.00002108617,0.0004458417,0.001205101,0.0002186427,0.00007931169,0.00007940652,0.0000294642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006965679,"about_ca_system_score_gemma":0.00007801193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005979506,"about_ca_topic_score_gemma":0.0001183971,"domain_scores_codex":[0.9988745,0.00004104224,0.00005302071,0.0002430364,0.0005164559,0.0002719843],"domain_scores_gemma":[0.999553,0.0000297443,0.0000184272,0.00003866965,0.0001028161,0.0002573126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008806467,0.0002120261,0.2279676,0.00001569257,0.0000131359,0.00002659637,0.3227413,8.562019e-7,0.0007952126,0.3653242,0.02955018,0.05326515],"study_design_scores_gemma":[0.0004089474,0.00005838825,0.827817,0.000003812804,0.000006489643,0.000002301884,0.03085339,0.00001709716,0.000009379033,0.007348401,0.13317,0.0003048395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178894,0.00004955829,0.00004267423,0.005417444,0.0003037113,0.00005673298,0.000003175226,0.00006703306,0.07617033],"genre_scores_gemma":[0.9981068,0.00001001982,0.0003444424,0.0004572702,0.000256324,0.000001661835,6.03713e-7,0.000001055324,0.0008218126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5998493,"threshold_uncertainty_score":0.6071817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2220633918849729,"score_gpt":0.3963032448107842,"score_spread":0.1742398529258113,"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."}}