{"id":"W4406915318","doi":"10.1111/socf.13044","title":"Network position and academic achievement in middle school","year":2025,"lang":"en","type":"article","venue":"Sociological Forum","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"U.S. Department of Education","keywords":"Sociology; Position (finance); Academic achievement; Mathematics education; Pedagogy; Psychology; Economics","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":[0.001091973,0.0002843869,0.0004006279,0.001499763,0.0007912117,0.001466338,0.0005608762,0.0005193964,0.006689447],"category_scores_gemma":[0.00585056,0.000180101,0.0003375663,0.001482957,0.0005610735,0.001066487,0.001206492,0.0005922607,0.0005018976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007710052,"about_ca_system_score_gemma":0.0003275397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01143,"about_ca_topic_score_gemma":0.01283388,"domain_scores_codex":[0.9992847,0.0002143128,0.00003585344,0.0001549162,0.0001397817,0.0001705291],"domain_scores_gemma":[0.9911249,0.002334951,0.003438809,0.0005069052,0.0004753492,0.002119059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009791228,0.0002898537,0.9949394,0.00001200528,0.00008755975,0.00003985114,0.0005843705,0.0004945883,0.0003212147,0.0005381966,0.000157418,0.002437615],"study_design_scores_gemma":[0.000004238691,0.00007853678,0.9979365,0.000005200729,0.00002122813,0.00001102587,0.0005013461,0.0009060596,0.0001152753,0.0001993975,0.0002174393,0.000003755788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989691,0.00003116299,0.00009511723,0.00003486769,0.000002527224,0.000002627631,0.0001045246,0.000004996507,0.0007552884],"genre_scores_gemma":[0.9996746,0.00001017547,0.00002580071,0.0000020217,0.000002781991,0.000002728696,0.00005766711,9.280856e-7,0.0002234253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01143,"threshold_uncertainty_score":0.02272695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08269039344543458,"score_gpt":0.3803451939728467,"score_spread":0.2976548005274121,"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."}}