{"id":"W6906454042","doi":"10.17605/osf.io/sh7fx","title":"Tuition Fees and Educational Attainment","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational attainment; Directory; Quarter (Canadian coin); Census","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001294391,0.0004133023,0.0007429616,0.004167424,0.0002859007,0.001307198,0.0007831559,0.0007479698,0.1920618],"category_scores_gemma":[0.02284442,0.0003196476,0.0006895547,0.008626172,0.0001801489,0.001020642,0.001015346,0.001897565,0.04519466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006515771,"about_ca_system_score_gemma":0.001110956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01147016,"about_ca_topic_score_gemma":0.006684257,"domain_scores_codex":[0.998167,0.0005041023,0.0003177918,0.0002792655,0.000512498,0.0002192921],"domain_scores_gemma":[0.9887732,0.00551151,0.003035606,0.0008670496,0.001163138,0.0006495322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003929227,0.0001158591,0.07435011,0.0008649825,0.0002429489,0.00008254149,0.0003529778,0.001185789,0.0001181691,0.009678905,0.8452262,0.06738862],"study_design_scores_gemma":[0.0003505719,0.0002336666,0.3460169,0.001151183,0.000273366,0.0004438318,0.0006688559,0.003909002,0.0005659207,0.01131667,0.6349664,0.0001037413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01959413,0.001882563,0.003157403,0.001568635,0.0004074702,0.0002378561,0.931897,0.00192887,0.03932601],"genre_scores_gemma":[0.2023808,0.003683932,0.008297449,0.0009503414,0.0007427401,0.002566268,0.6791241,0.001961954,0.1002924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1920618,"threshold_uncertainty_score":0.6425107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232837157781349,"score_gpt":0.2495621558976529,"score_spread":0.2272337843198394,"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."}}