{"id":"W4287574750","doi":"","title":"Information, Preferences, and Household Demand for School Value Added","year":2020,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"School Choice and Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Value (mathematics); Value of information; Economics; Microeconomics; Business; Statistics; Mathematics; Mathematical economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002567621,0.0001990343,0.0003548096,0.0002742134,0.0005159696,0.0005623064,0.0006846118,0.0004622717,0.00007121517],"category_scores_gemma":[0.002147469,0.0002155379,0.00008576609,0.0001459466,0.0003380486,0.0006633386,0.0005062016,0.001183365,0.00001680427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000419562,"about_ca_system_score_gemma":0.001805086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007350874,"about_ca_topic_score_gemma":0.002415518,"domain_scores_codex":[0.9978877,0.0002349117,0.0005119397,0.0004068041,0.0003258371,0.0006327934],"domain_scores_gemma":[0.9982759,0.0005872841,0.0001826728,0.0003919913,0.0001573189,0.0004048302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001000968,0.0001867767,0.207302,0.002631787,0.0004121313,0.000007267474,0.04480065,0.01348043,0.00003693741,0.01761692,0.02109251,0.6914316],"study_design_scores_gemma":[0.001652847,0.0001962482,0.05782451,0.0004361291,0.00002719931,0.000001589768,0.01095647,0.005583668,0.00006567523,0.02679373,0.895557,0.0009049629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8139054,0.0004232173,0.00003087479,0.004710075,0.0007702368,0.003015232,0.0003711637,0.0001401168,0.1766336],"genre_scores_gemma":[0.9627059,0.032608,0.001134188,0.000594888,0.001234574,0.0006931471,0.0001295785,0.00003190795,0.0008677886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8744645,"threshold_uncertainty_score":0.878938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07500312740252815,"score_gpt":0.3503385442587421,"score_spread":0.275335416856214,"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."}}