{"id":"W3042865779","doi":"10.2139/ssrn.4114340","title":"Education Transmission and Network Formation","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"School Choice and Performance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Transmission (telecommunications); Computer science; Telecommunications","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002023536,0.00003877109,0.0000448594,0.00003974887,0.001911063,0.00004749317,0.0001079695,0.00001994612,0.0001526859],"category_scores_gemma":[0.00001066792,0.00003796324,0.00002366763,0.000180922,0.00001831633,0.0004010504,0.00001103638,0.0007764636,0.000004419197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005375087,"about_ca_system_score_gemma":0.002397227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002195977,"about_ca_topic_score_gemma":0.001170478,"domain_scores_codex":[0.9987133,0.0001445121,0.00009859665,0.00005744389,0.0002346248,0.000751509],"domain_scores_gemma":[0.9998003,0.00001760346,0.0000644594,0.00003411975,0.00002657887,0.00005698314],"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":[0.00005393554,0.0000459163,0.005464655,0.000004376093,0.00001486315,2.644306e-7,0.007677803,0.0003200924,0.00004982052,0.2111815,0.006575131,0.7686116],"study_design_scores_gemma":[0.0001933501,0.0001297073,0.001066512,0.000007432644,0.00001148365,0.00009333763,0.02154345,0.0001446305,0.000004532013,0.2278471,0.7488693,0.00008915346],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9281103,0.02743768,0.006619876,0.0144743,0.001084734,0.0002606755,8.095487e-7,0.00005896506,0.02195266],"genre_scores_gemma":[0.9834671,0.01256132,0.00006346955,0.0002821465,0.0009894696,0.000009671856,0.000002944291,0.00000443372,0.002619414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7685224,"threshold_uncertainty_score":0.9993883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008255220027783183,"score_gpt":0.2795782582447934,"score_spread":0.2713230382170102,"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."}}