{"id":"W3207716417","doi":"10.17645/si.v9i4.4612","title":"Upward Mobility in Education: The Role of Personal Networks Across the Life Course","year":2021,"lang":"en","type":"article","venue":"Social Inclusion","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fritz Thyssen Stiftung; Queen's University; Queen's University Belfast; Public Health Agency; University of Pennsylvania","keywords":"Life course approach; Social mobility; Educational attainment; Inequality; Psychology; Personal development; Higher education; Sociology; Social psychology; Mathematics education; Social science; Economics; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001383922,0.0002008706,0.000216406,0.001221223,0.002170374,0.002816327,0.0005317785,0.0005347237,0.003023068],"category_scores_gemma":[0.006158111,0.0001229456,0.000215858,0.001075897,0.002186502,0.003827901,0.003689644,0.0008097906,0.0001590159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401929,"about_ca_system_score_gemma":0.0009131756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01102583,"about_ca_topic_score_gemma":0.01476598,"domain_scores_codex":[0.998987,0.0004407896,0.00003160959,0.0001265645,0.0001044277,0.000309594],"domain_scores_gemma":[0.9969106,0.001220146,0.0007563982,0.0001680408,0.0001508997,0.000793806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000136362,0.0002237353,0.7114286,0.0001293787,0.0001073253,0.0005690915,0.1166542,0.0008233227,0.0005611299,0.04741484,0.001132067,0.12082],"study_design_scores_gemma":[0.000007836129,0.0001334084,0.8467236,0.0003344688,0.00004928834,0.0003732034,0.1230069,0.001063056,0.0002750837,0.01751213,0.01048084,0.00004035908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846641,0.0008534678,0.000980028,0.002680243,0.00002151006,0.00001489024,0.00009283556,0.000007085389,0.0106858],"genre_scores_gemma":[0.9992087,0.0002308225,0.0001238708,0.00002605672,0.000004776094,0.000005649387,0.00001950813,0.00000134528,0.000379227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01102583,"threshold_uncertainty_score":0.0219233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347749311081508,"score_gpt":0.3357301698301999,"score_spread":0.3222526767193848,"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."}}