{"id":"W4400273860","doi":"10.32920/26169313.v1","title":"Sociological Research and Urban Children and Youth","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociological research; Sociology; Sociological theory; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001699515,0.0001043866,0.0001519075,0.00006816364,0.0005009774,0.0003999711,0.0001874246,0.00048998,0.0001210899],"category_scores_gemma":[0.0001934982,0.00008500843,0.00004599857,0.0001175152,0.001452921,0.00002218472,0.0009524388,0.001127147,0.00003784868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007990027,"about_ca_system_score_gemma":0.000335976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003577888,"about_ca_topic_score_gemma":0.0003475656,"domain_scores_codex":[0.9985584,0.0002655483,0.0001231905,0.0004378994,0.0003303879,0.0002845716],"domain_scores_gemma":[0.9994248,0.00013323,0.00002234962,0.0001348653,0.00009868611,0.0001861362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002597156,0.00004611807,0.03767482,0.00003051877,0.0000481711,6.557204e-7,0.3379939,2.676063e-7,6.07298e-7,0.6133832,0.009470136,0.001348975],"study_design_scores_gemma":[0.0001515372,0.00007438961,0.1744241,0.000101178,0.00005850701,0.000001278049,0.1951989,0.0001126154,6.642623e-7,0.6271036,0.00224729,0.0005259878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8866765,0.001873964,0.000004499342,0.006760608,0.0004570885,0.0003561166,0.00007916515,0.0001194492,0.1036726],"genre_scores_gemma":[0.9778877,0.0014947,0.0001736848,0.0001366273,0.0006058904,0.0000113025,0.0000667531,0.00000951581,0.01961375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.142795,"threshold_uncertainty_score":0.540872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1571800297101537,"score_gpt":0.4433104025632326,"score_spread":0.2861303728530789,"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."}}