{"id":"W2920922146","doi":"10.1016/j.socscimed.2019.03.018","title":"Advancing quantitative intersectionality research methods: Intracategorical and intercategorical approaches to shared and differential constructs","year":2019,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Canadian Institutes of Health Research","keywords":"Intersectionality; Differential (mechanical device); Mediation; Sociology; Psychology; Gender studies; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"category_scores_codex":[0.003796586,0.0001373497,0.000340546,0.0003949581,0.00057975,0.00007053611,0.0002845029,0.0001154326,0.0005859415],"category_scores_gemma":[0.001199041,0.0001087579,0.00002457657,0.001077678,0.002768242,0.0002288506,0.0002260052,0.0005551448,0.00004777409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002303909,"about_ca_system_score_gemma":0.0001928342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003868857,"about_ca_topic_score_gemma":0.0001337991,"domain_scores_codex":[0.9971429,0.0006834535,0.0003129072,0.0006455964,0.0005665211,0.0006486062],"domain_scores_gemma":[0.9984695,0.0007010062,0.00007304784,0.000158993,0.0001892988,0.0004080947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003155251,0.0001260933,0.1063986,0.0002320586,0.00003628843,0.000005972849,0.1075686,9.91663e-8,0.004806723,0.6917489,0.005261331,0.08349983],"study_design_scores_gemma":[0.002016703,0.001552801,0.8366911,0.00005424235,0.00005952504,0.00007299989,0.04624341,0.0001773188,0.00006965273,0.109872,0.002768702,0.0004214835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557344,0.0002294698,0.003693735,0.01201874,0.001665462,0.0004502356,0.000005137585,0.00003127435,0.02617158],"genre_scores_gemma":[0.9978068,0.00002164968,0.00073426,0.0002903863,0.0006813149,0.0000248754,0.00000316069,0.000009368649,0.0004282192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7302926,"threshold_uncertainty_score":0.9999456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3205199534672478,"score_gpt":0.5458385667641837,"score_spread":0.225318613296936,"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."}}