{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001960221,0.0009422204,0.000835113,0.008307289,0.002393164,0.004726572,0.001146232,0.0009832316,0.3852194],"category_scores_gemma":[0.005370948,0.0003547203,0.0004471835,0.01021082,0.0007795231,0.002479881,0.004287262,0.001215057,0.1099294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002086037,"about_ca_system_score_gemma":0.009217788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006204129,"about_ca_topic_score_gemma":0.02839141,"domain_scores_codex":[0.9992332,0.0001929462,0.00005230354,0.00007195551,0.0002976932,0.0001518568],"domain_scores_gemma":[0.9925508,0.002035285,0.0003656504,0.0003586088,0.001322552,0.003367028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006000829,0.0001326866,0.0009254318,0.0004642482,0.000004145815,0.00005369652,0.0006890082,0.00006823873,0.0003330797,0.003401801,0.8426761,0.1511916],"study_design_scores_gemma":[0.00002148875,0.0000331187,0.003729727,0.0002362993,0.000006421044,0.00006509301,0.0007176948,0.0001254109,0.0003040208,0.002061457,0.9926903,0.00000892081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01479682,0.00635724,0.009747755,0.017377,0.01062993,0.0007782812,0.07537662,0.009024726,0.8559116],"genre_scores_gemma":[0.04390176,0.007627987,0.009770768,0.001897418,0.00786178,0.0009240949,0.05539775,0.005251736,0.8673668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6147807,"threshold_uncertainty_score":0.87691,"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."}}