{"id":"W2099762066","doi":"10.1177/1473325007086417","title":"The Best of Both Worlds?","year":2008,"lang":"en","type":"article","venue":"Qualitative Social Work","topic":"Racial and Ethnic Identity Research","field":"Social Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Race (biology); Identity (music); White (mutation); Social psychology; Population; Psychology; Sociology; Gender studies","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002777986,0.00006597437,0.0001536263,0.00003410063,0.004869755,0.00003972175,0.0003358484,0.0000763937,0.0001787174],"category_scores_gemma":[0.001142042,0.00005147555,0.0001264925,0.001209864,0.002768163,0.0001193657,0.0000471706,0.0001953421,0.0002327123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007659694,"about_ca_system_score_gemma":0.000258924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003950459,"about_ca_topic_score_gemma":0.003070846,"domain_scores_codex":[0.9969602,0.001585836,0.0002180319,0.0001195595,0.0007500725,0.0003663372],"domain_scores_gemma":[0.9981036,0.001407312,0.0001078628,0.00008376153,0.0002274319,0.00006998288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000454691,0.00005372771,0.001574867,0.000004106201,0.0000333238,0.000002400908,0.7266772,1.968731e-7,0.00001204746,0.2433867,0.02055179,0.00765822],"study_design_scores_gemma":[0.0002303817,0.000057126,0.01162145,0.00002169164,0.00001052145,1.313928e-7,0.6168956,2.576801e-7,0.00002746843,0.06371579,0.307241,0.0001786041],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5998514,0.001129457,0.0001179602,0.02904429,0.0006756914,0.0004186832,0.00001252818,0.00005650907,0.3686935],"genre_scores_gemma":[0.925075,0.0002940334,0.00006713522,0.00005265387,0.0005362332,0.00001699941,0.00000121283,0.000007277127,0.07394947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3252236,"threshold_uncertainty_score":0.9999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180675490978361,"score_gpt":0.4940565943527984,"score_spread":0.3133811033744374,"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."}}