{"id":"W2012963789","doi":"10.15185/izawol.119","title":"Are married immigrant women secondary workers?","year":2014,"lang":"en","type":"article","venue":"IZA World of Labor","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Immigration; Demographic economics; Sociology; Psychology; Political science; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006373608,0.00009209968,0.0001949949,0.000109177,0.000175038,0.00004433865,0.0002354452,0.00005582028,0.002437005],"category_scores_gemma":[0.0002144895,0.0000868668,0.00004758898,0.0006985508,0.0001682689,0.0001124669,0.00002437086,0.0001200272,0.00004926344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000658166,"about_ca_system_score_gemma":0.0001232538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009395821,"about_ca_topic_score_gemma":0.1145113,"domain_scores_codex":[0.9988757,0.0001736722,0.0002184074,0.0001607429,0.0002792822,0.0002922405],"domain_scores_gemma":[0.9991662,0.0001192872,0.0002164934,0.0002009167,0.0001427242,0.0001544158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002048928,0.000262939,0.4722063,0.0001197093,0.0001228735,0.0000116972,0.1484294,0.0001103029,0.0005068122,0.2756537,0.07178268,0.03058873],"study_design_scores_gemma":[0.0003851254,0.00001822218,0.07947492,0.00003838524,0.000007584143,1.072045e-7,0.02251022,0.0001179897,0.00007404216,0.001399716,0.8958047,0.0001689674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447621,0.0001011099,0.00006476563,0.003249932,0.0002809599,0.0001385967,0.00003634267,0.00008460964,0.05128158],"genre_scores_gemma":[0.9613463,0.00002463419,0.0002758407,0.001446983,0.0001786228,0.00001365386,0.000004776547,0.00001162893,0.03669757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8240221,"threshold_uncertainty_score":0.9984749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009295350774896478,"score_gpt":0.2622066756085499,"score_spread":0.2529113248336534,"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."}}