{"id":"W2158661771","doi":"10.1111/j.1471-6402.2008.00436.x","title":"Theoretical Frameworks for Studying Female Marriage Migrants","year":2008,"lang":"en","type":"article","venue":"Psychology of Women Quarterly","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Immigration; Vulnerability (computing); Deportation; Human rights; Domestic violence; Gender studies; Criminology; Psychology; Arranged Marriage; Sociology; Social psychology; Suicide prevention; Poison control; Political science; Law; 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":[],"consensus_categories":[],"category_scores_codex":[0.001076554,0.0001134067,0.0002811695,0.00007874566,0.0004031173,0.00001193113,0.0003528888,0.0002904399,0.0005763849],"category_scores_gemma":[0.0000761423,0.0001092905,0.00009139306,0.0001602313,0.001496126,0.0000889326,0.000007927441,0.0002230291,0.00006073935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004545333,"about_ca_system_score_gemma":0.00004729045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003953574,"about_ca_topic_score_gemma":0.000004389807,"domain_scores_codex":[0.9983623,0.0001958754,0.0002883753,0.0002890093,0.0002045918,0.0006598312],"domain_scores_gemma":[0.9991341,0.0002845362,0.00009466687,0.0002475691,0.00009585622,0.0001432549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003549858,0.0005578556,0.01918448,0.00003126742,0.0000854646,0.00002092363,0.361242,7.445083e-7,0.0007214068,0.592351,0.002449912,0.02299997],"study_design_scores_gemma":[0.004741486,0.005847186,0.3601454,0.0001387386,0.0000592147,0.000026446,0.1508245,0.0001351656,0.0001438891,0.463728,0.01313958,0.001070409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360721,0.00007864139,0.004710979,0.0002605389,0.0006944971,0.0003629476,0.00001013901,0.00005170825,0.05775842],"genre_scores_gemma":[0.9972962,0.00004326452,0.00151297,0.000708788,0.00018203,0.0001228704,0.00000182585,0.00001221725,0.000119848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3409609,"threshold_uncertainty_score":0.631101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03698594683184107,"score_gpt":0.3717981475221981,"score_spread":0.3348122006903571,"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."}}