{"id":"W4407024140","doi":"10.1525/sod.2025.2345371","title":"Aspiring to Success","year":2025,"lang":"en","type":"article","venue":"Sociology of Development","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"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":[],"consensus_categories":[],"category_scores_codex":[0.0004148183,0.0000371656,0.00008713087,0.0000648502,0.0001986221,0.000004237955,0.0001373423,0.00007282085,0.0001241962],"category_scores_gemma":[0.000110987,0.00003742885,0.00001641055,0.0001400444,0.0002087684,0.00002013994,0.00003532665,0.00004446548,0.00002431055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008197126,"about_ca_system_score_gemma":0.0005127887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008454594,"about_ca_topic_score_gemma":0.002870126,"domain_scores_codex":[0.9994986,0.00006454581,0.0001392148,0.00008956112,0.00007626991,0.0001317827],"domain_scores_gemma":[0.9997594,0.0000544055,0.00002992774,0.00004908507,0.00007257161,0.00003459541],"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":[0.000008533323,0.0000389484,0.09861054,0.00001725235,0.00005452814,6.549776e-7,0.2875733,0.00004741391,0.0002999453,0.5863473,0.005112175,0.02188939],"study_design_scores_gemma":[0.0002215396,0.00001515023,0.1658293,0.00003598485,0.000006462692,4.645046e-8,0.02463406,0.00001304124,0.001090453,0.006430925,0.8015677,0.000155332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487262,0.0000462842,0.002394881,0.006738372,0.000287247,0.0001037779,5.743066e-7,0.00002757291,0.04167514],"genre_scores_gemma":[0.9871212,0.00001379327,0.004120107,0.001099606,0.0000159465,0.00001218514,0.000002207378,0.000001522646,0.007613448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7964555,"threshold_uncertainty_score":0.1601598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678574664386618,"score_gpt":0.3410047108183445,"score_spread":0.3242189641744784,"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."}}