{"id":"W2966917524","doi":"10.1093/esr/jcz010","title":"Signals, Educational Decision-Making, and Inequality","year":2019,"lang":"en","type":"article","venue":"European Sociological Review","topic":"Intergenerational and Educational Inequality Studies","field":"Social Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"H2020 European Research Council; Strategic Research Council; Rockwool Fonden","keywords":"Inequality; Sociology; Mathematical economics; Mathematics; Positive economics; Econometrics; Demographic economics; Economics; Mathematical analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003751008,0.0003604588,0.0004973492,0.0009985494,0.0003595544,0.002241032,0.0006965768,0.001653829,0.004230903],"category_scores_gemma":[0.01041197,0.0002290049,0.0004690407,0.000926866,0.002473104,0.001744303,0.0007972422,0.0009386444,0.0002294231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001641295,"about_ca_system_score_gemma":0.0005639741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002870184,"about_ca_topic_score_gemma":0.001311053,"domain_scores_codex":[0.9972619,0.001843034,0.00006983914,0.0002471902,0.0002947199,0.0002833953],"domain_scores_gemma":[0.9906802,0.007195531,0.001216567,0.0002974536,0.0003456781,0.0002647077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003335736,0.0002527399,0.03039292,0.0002155153,0.0002251267,0.0003017495,0.0007256942,0.08798965,0.0007640613,0.8399192,0.001453592,0.0374262],"study_design_scores_gemma":[0.0001094004,0.0001899695,0.02519998,0.0001243014,0.00008539274,0.0001248655,0.0005475914,0.1467024,0.000354219,0.8227491,0.003751239,0.00006165114],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.800063,0.004746128,0.1302625,0.01571184,0.0001809049,0.0001112486,0.0005958708,0.00007275434,0.04825569],"genre_scores_gemma":[0.9964268,0.000497652,0.002106893,0.0001167248,0.00002410001,0.00001494891,0.00003967656,0.000001718977,0.0007714422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004230903,"threshold_uncertainty_score":0.0198375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09108857650730333,"score_gpt":0.428039750324109,"score_spread":0.3369511738168056,"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."}}