{"id":"W4391275343","doi":"10.1093/oxfordhb/9780197618158.013.28","title":"Women in Gang Research","year":2024,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Medicine","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01142719,0.000179346,0.0003185802,0.0006529999,0.0005611365,0.0001445815,0.0007289084,0.0006206858,0.0002145769],"category_scores_gemma":[0.0003180945,0.0002028508,0.0001196773,0.00005709785,0.002105838,0.0001068061,0.0005522902,0.002342273,0.00001487181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001695243,"about_ca_system_score_gemma":0.0009491695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002208985,"about_ca_topic_score_gemma":0.001845132,"domain_scores_codex":[0.9959095,0.001259451,0.0001625581,0.000486774,0.001224012,0.0009576844],"domain_scores_gemma":[0.9974262,0.001532867,0.0000527917,0.0002968985,0.0003284185,0.0003627921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000496807,0.000006060364,0.000001752625,0.0001159983,0.00004396665,0.0003035525,0.03854759,3.707295e-7,0.000002850812,0.9521498,0.001598956,0.007179415],"study_design_scores_gemma":[0.0001040575,0.00004023451,0.000001592589,0.0002216298,0.000006439905,1.836526e-7,0.008910732,0.00000346663,0.000002431408,0.2212387,0.7693083,0.0001622389],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000109654,0.0002106372,0.00002363098,0.0005269619,0.0001416178,0.0004183133,0.00005570405,0.00007255076,0.9984409],"genre_scores_gemma":[0.0003369056,0.002004932,0.0002465088,0.00001768982,0.0001828769,0.000002852061,0.000003855308,0.00003370492,0.9971707],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7677093,"threshold_uncertainty_score":0.9999593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3555812963863839,"score_gpt":0.4717729838625419,"score_spread":0.116191687476158,"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."}}