{"id":"W6931724626","doi":"10.5683/sp3/kbwuzs","title":"Replication Data and Code for: Skill transferability and the earnings of immigrants","year":2022,"lang":"en","type":"dataset","venue":"Borealis","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Earnings; Replication (statistics); Replicate; Transferability; Data file","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":[0.002598712,0.0001483079,0.0003289013,0.00004061088,0.0001613835,0.00007987281,0.002216397,0.00009235364,0.00003410471],"category_scores_gemma":[0.0006711624,0.0001083451,0.0000464962,0.0001006782,0.0002854088,0.0002049234,0.0006742001,0.0002209371,1.096802e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001552999,"about_ca_system_score_gemma":0.00005988069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01393654,"about_ca_topic_score_gemma":0.01060104,"domain_scores_codex":[0.9982034,0.000281915,0.0003431601,0.00081018,0.0002253504,0.0001359739],"domain_scores_gemma":[0.9946334,0.0008007511,0.0001613753,0.004292686,0.00006922919,0.00004255836],"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":[0.00008834365,0.00004193747,0.00003027727,0.0001586499,0.00003056177,2.782043e-7,0.0007592402,0.000001337074,0.000003887558,0.0005225172,0.9945751,0.003787891],"study_design_scores_gemma":[0.0005295658,0.00009372047,0.001086081,0.00001462869,0.00006112659,0.000007367513,0.00003498164,0.002342548,0.00004298375,0.00161642,0.9940541,0.0001165112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002992959,0.0002645488,0.01358828,0.00175259,0.00004563911,0.0006555153,0.9833663,0.00002057743,0.000007223096],"genre_scores_gemma":[0.0006103259,0.0004727106,0.0007286817,0.0001976538,0.00001683171,0.0001056963,0.9978516,0.000006123346,0.00001044983],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01448519,"threshold_uncertainty_score":0.9926298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04687976110324987,"score_gpt":0.3026369963078603,"score_spread":0.2557572352046105,"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."}}