{"id":"W3209334996","doi":"","title":"SOC*4030: Topics in Sociology: Youth Violence","year":2010,"lang":"en","type":"article","venue":"TRAILS: Teaching Resources and Innovations Library for Sociology","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Criminology; Sociology; Public relations; Social science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001460478,0.0001236585,0.0002493207,0.0002270945,0.001001852,0.00006204398,0.000266177,0.0002912318,0.00009637265],"category_scores_gemma":[0.0004934205,0.0001161852,0.0000873125,0.000233145,0.00133822,0.0003586278,0.00006329436,0.0006702626,0.00000227687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000136383,"about_ca_system_score_gemma":0.0001120023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002175968,"about_ca_topic_score_gemma":0.0001192074,"domain_scores_codex":[0.9985406,0.0003904272,0.000355211,0.0002985101,0.00009444519,0.0003207868],"domain_scores_gemma":[0.9987781,0.0008730823,0.0001355332,0.0001136655,0.00004198986,0.00005765315],"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":[0.00001143852,0.00004750996,0.03737298,0.000008235203,0.00002405192,4.377345e-7,0.09731049,0.000009733722,0.00009843092,0.8093648,0.0003325496,0.05541934],"study_design_scores_gemma":[0.0005581952,0.00009519983,0.06836164,0.0000236308,0.00003040569,0.00000132297,0.03568711,0.0007413183,0.00001119399,0.648003,0.2461752,0.0003117938],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796036,0.0001685737,0.002033544,0.0118351,0.0002489202,0.0001955557,0.00003537253,0.0001164303,0.00576283],"genre_scores_gemma":[0.9797688,0.00004699916,0.01712536,0.001254001,0.0007558184,0.00003310497,0.0001187546,0.00001399637,0.0008831482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2458427,"threshold_uncertainty_score":0.7705539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229966695027895,"score_gpt":0.3468834834163594,"score_spread":0.3045838164660805,"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."}}