{"id":"W6928835773","doi":"10.3886/e136821v1","title":"Data and Code for: The Valuation of Local School Quality Under School Choice","year":2022,"lang":"en","type":"dataset","venue":"ICPSR Data Holdings","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Valuation (finance); School choice; Data quality; Quality (philosophy); School district; School system","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0040174,0.0003022866,0.0003381948,0.00008301913,0.0002753958,0.0001076261,0.004808792,0.0002948509,0.001569697],"category_scores_gemma":[0.001977829,0.0002575206,0.00005986312,0.0001664993,0.0003490473,0.00003014534,0.005645205,0.0005346499,0.000009921167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005425571,"about_ca_system_score_gemma":0.0006901572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005944301,"about_ca_topic_score_gemma":0.004093353,"domain_scores_codex":[0.9968443,0.0003581974,0.0005045328,0.001245902,0.0006832101,0.0003638787],"domain_scores_gemma":[0.991601,0.0003315586,0.0003664609,0.007388223,0.0001516741,0.0001610586],"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":[0.0008142522,0.00006746304,0.00003622942,0.0001501287,0.0003105727,5.359611e-7,0.000001985971,0.00006373799,0.0113347,0.000004614723,0.9851889,0.002026906],"study_design_scores_gemma":[0.0009789498,0.0005983507,0.0001682312,0.00001952046,0.0001789716,0.00000529422,0.0001117978,0.000372283,0.002992931,0.000057795,0.994221,0.0002948651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003203999,0.005744912,0.002268038,0.0004898686,0.0001724459,0.0008412733,0.9872674,0.000008249634,0.000003766955],"genre_scores_gemma":[0.0008664621,0.004492743,0.0001324982,0.0008160747,0.0004316785,0.0001024914,0.9930078,0.00004372683,0.0001065395],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.009032134,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1785312539564729,"score_gpt":0.4335164140961236,"score_spread":0.2549851601396508,"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."}}