{"id":"W7116973095","doi":"10.1108/978-1-83708-384-820261018","title":"Social Dimensions of Human Development: Trends of Union Dissolution in India","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"","keywords":"Empowerment; Independence (probability theory); Globalization; European union; Social change; Marital status","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":[0.0003984118,0.00009841806,0.0002325874,0.0005106395,0.0003016848,0.000005292448,0.0001191781,0.0004085878,0.0001335122],"category_scores_gemma":[0.00001626303,0.00008631963,0.00008053822,0.0001619759,0.0002309805,0.0000345698,0.00005411001,0.0001910542,0.000002193277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001481687,"about_ca_system_score_gemma":0.0002977139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006380344,"about_ca_topic_score_gemma":0.008177706,"domain_scores_codex":[0.9990566,0.00005089114,0.0003848844,0.0001342317,0.000256045,0.0001173058],"domain_scores_gemma":[0.9995586,0.00006087634,0.0002087253,0.00007052941,0.00007650552,0.00002477847],"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":[0.000001469139,0.00002175695,0.0009291244,0.00001460919,0.00001981559,3.273177e-7,0.003411129,0.000001304719,0.00001095592,0.9903856,0.0006030126,0.004600933],"study_design_scores_gemma":[0.001597419,0.000124513,0.4726527,0.001616844,0.0002068676,1.677835e-7,0.00330606,0.00009507377,0.00003947843,0.2746657,0.2445149,0.001180251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003358152,0.00004811273,0.00002012911,0.0001310451,0.00009262971,0.00008975696,0.00001027966,0.00001384209,0.996236],"genre_scores_gemma":[0.4800524,0.00006026763,0.00009062845,0.00000527302,0.00001999301,0.000001610686,0.00008625106,0.00000531683,0.5196782],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7157198,"threshold_uncertainty_score":0.4563352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03587777275272053,"score_gpt":0.3089964097357948,"score_spread":0.2731186369830743,"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."}}