{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5312506,0.00265855,0.003956059,0.02053171,0.008464243,0.02629039,0.008017097,0.004182405,0.008793918],"category_scores_gemma":[0.5838903,0.002501724,0.004286757,0.02152332,0.05825479,0.03562721,0.03031671,0.01517999,0.001274911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01277658,"about_ca_system_score_gemma":0.01619272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003252793,"about_ca_topic_score_gemma":0.003570982,"domain_scores_codex":[0.3290768,0.6118728,0.01609053,0.01582836,0.02511463,0.002016936],"domain_scores_gemma":[0.1963915,0.6561093,0.02467092,0.08548959,0.03538218,0.001956593],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007866318,0.00008083532,0.003744537,0.001734311,0.0002953406,0.00004823488,0.03096494,0.0003818844,0.0003017134,0.8899472,0.002213355,0.07020894],"study_design_scores_gemma":[0.00007543073,0.0001106161,0.002696778,0.002812026,0.0001512162,0.0001244083,0.01102957,0.004121551,0.0008942343,0.9458988,0.03195459,0.0001308185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005007335,0.002749663,0.9684511,0.0117035,0.0006777779,0.001089633,0.0002429617,0.0001623972,0.00991556],"genre_scores_gemma":[0.1379868,0.001664721,0.8416536,0.00432711,0.0007216252,0.01213052,0.0002405246,0.0002716704,0.001003415],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4687494,"threshold_uncertainty_score":0.5780515,"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."}}