{"id":"W6894295061","doi":"10.5683/sp3/0votgb","title":"Replication Data and Code for: Immigrants’ net direct fiscal contribution: How does it change over their lifetime?","year":2022,"lang":"en","type":"dataset","venue":"Borealis","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Replication (statistics); Code (set theory); Replicate; Net (polyhedron); Data file; Table (database)","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":[0.004886266,0.0002712555,0.0006057387,0.0001864403,0.001068758,0.0003435179,0.001666203,0.0002100382,0.003227369],"category_scores_gemma":[0.004320062,0.0002066003,0.000125804,0.0004481681,0.0005502434,0.0004203807,0.0007296329,0.00033492,0.000004142704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205072,"about_ca_system_score_gemma":0.0001858737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08092751,"about_ca_topic_score_gemma":0.5655532,"domain_scores_codex":[0.9952209,0.001984849,0.0003179404,0.001081118,0.0009084339,0.0004867355],"domain_scores_gemma":[0.9949825,0.001940499,0.0003635983,0.002181945,0.0003386375,0.0001928677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005992309,0.00005267967,0.0001279728,0.00003161497,0.0001935198,0.000002137746,0.002171294,6.964327e-8,0.0000034185,0.000441947,0.9962285,0.0006869314],"study_design_scores_gemma":[0.0002827044,0.00006241448,0.001240026,0.00002320588,0.0001187212,3.19053e-7,0.002565363,0.0001420386,0.000008259839,0.0004294114,0.9948512,0.0002763578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001658301,0.001076744,0.00008853639,0.02149388,0.00008087836,0.001229982,0.9756603,0.00003379749,0.000319349],"genre_scores_gemma":[0.0002390785,0.004370738,0.00001849242,0.0006958707,0.0007780724,0.0008231118,0.9922298,0.00001642405,0.0008283669],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4846258,"threshold_uncertainty_score":0.9976838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1615619961478336,"score_gpt":0.4451739110805216,"score_spread":0.283611914932688,"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."}}