{"id":"W4206558669","doi":"10.29173/cjfy29760","title":"Evolution of Pakistani Marriages","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse","topic":"Islamic Studies and History","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arranged Marriage; Wife; Gender studies; Sociology; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004359048,0.000134443,0.0003294681,0.0004964837,0.002128961,0.0000916644,0.0003939643,0.00009900357,0.00007259154],"category_scores_gemma":[0.0004220926,0.0001423845,0.0001527607,0.0003232235,0.0004886108,0.0001926731,0.0000292832,0.0008025802,3.026266e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00301465,"about_ca_system_score_gemma":0.01439383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4988286,"about_ca_topic_score_gemma":0.5102368,"domain_scores_codex":[0.9974094,0.001033928,0.0004673695,0.0001131676,0.0003850555,0.0005910746],"domain_scores_gemma":[0.9980386,0.0001894473,0.0004894069,0.00009254304,0.0003171616,0.000872802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002054333,0.00007609575,0.07769594,0.0000474126,0.0002936182,0.003580162,0.6534547,0.001622835,0.0002953136,0.2359205,0.02393633,0.002871642],"study_design_scores_gemma":[0.0009316705,0.0002953424,0.06787038,0.0000736529,0.0001019686,0.001253223,0.7232387,0.00001417159,0.000003653888,0.004755766,0.2012154,0.0002461203],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583175,0.01117262,0.0001265951,0.001591254,0.001140336,0.00007263441,0.0001283489,0.000004264665,0.02744652],"genre_scores_gemma":[0.9975417,0.0008290144,0.0001352533,0.0004701035,0.0003324207,0.000001817068,0.000001219182,0.00001833401,0.0006701573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2311648,"threshold_uncertainty_score":0.9991701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456895206513271,"score_gpt":0.2521811914089568,"score_spread":0.2376122393438241,"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."}}