{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009470333,0.0002603706,0.0002753245,0.001024684,0.002659922,0.00295957,0.0004098196,0.0007962916,0.02927288],"category_scores_gemma":[0.003513446,0.0001190207,0.0001768529,0.0007594487,0.001888448,0.001147672,0.002236384,0.001170377,0.004609329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004443789,"about_ca_system_score_gemma":0.001074444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002538217,"about_ca_topic_score_gemma":0.005215331,"domain_scores_codex":[0.998833,0.0002535238,0.00002641474,0.0001246203,0.0002213228,0.000541114],"domain_scores_gemma":[0.9968337,0.0002302177,0.0004356594,0.0001797872,0.0002603191,0.002060277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001546259,0.00087016,0.4545637,0.0002822822,0.0001436491,0.002811027,0.0642107,0.000299836,0.002137148,0.1531391,0.08956568,0.231822],"study_design_scores_gemma":[0.00005808673,0.0004183964,0.4288912,0.0003266927,0.0001029223,0.001260561,0.08597608,0.000825071,0.0007256145,0.04035994,0.4409795,0.00007593595],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7377307,0.0009490533,0.0009674889,0.01051643,0.000368378,0.00008109814,0.0002463538,0.00005563289,0.2490849],"genre_scores_gemma":[0.9707972,0.000529861,0.0001834605,0.0008707835,0.0000827778,0.00002567905,0.00009988423,0.00001356735,0.02739683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02927288,"threshold_uncertainty_score":0.09792757,"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."}}