{"id":"W7110710781","doi":"","title":"Education level of the Luxembourg population : sustained, contrasting growth depending on origin","year":2024,"lang":"fr","type":"preprint","venue":"Open Repository and Bibliography (University of Luxembourg)","topic":"Migration, Policy, and Dickens Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Population growth; Period (music); Quarter (Canadian coin)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009788967,0.0003310824,0.0005985305,0.004034191,0.002177687,0.0002936129,0.000907305,0.0003387276,0.00004321891],"category_scores_gemma":[0.00001985324,0.0003182717,0.0004902806,0.008294093,0.0009094552,0.0004938911,0.001040736,0.0004581319,0.000002685297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003657,"about_ca_system_score_gemma":0.0005286622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1204391,"about_ca_topic_score_gemma":0.005038705,"domain_scores_codex":[0.9973999,0.0006049387,0.0004337406,0.0006211392,0.0005935633,0.0003466689],"domain_scores_gemma":[0.9977395,0.0002813842,0.0009018807,0.0003510297,0.0005621025,0.0001640835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001794985,0.0003991307,0.6217353,0.001303119,0.0006432206,0.00001078245,0.020305,0.00005106613,0.0002651389,0.3366142,0.0163193,0.002174187],"study_design_scores_gemma":[0.0006620421,0.0001835898,0.8646284,0.002619771,0.001097671,0.00001493041,0.08426468,0.00009328335,0.000253554,0.0384049,0.007118018,0.0006591587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9057943,0.002577011,0.0001057514,0.001973258,0.002057763,0.001324884,0.0001353316,0.0000339217,0.0859978],"genre_scores_gemma":[0.9863018,0.003695638,0.0004285325,0.00005112297,0.0003791293,0.000004594779,0.00002172546,0.00001716028,0.009100309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2982093,"threshold_uncertainty_score":0.9999269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06261092751127377,"score_gpt":0.3080765679883072,"score_spread":0.2454656404770334,"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."}}