{"id":"W4388558292","doi":"10.21203/rs.3.rs-2532887/v2","title":"Sociodemographic predictors of parenting stress among mothers in disadvantaged settings: evidence from rural and urban study sites in Kenya and Zambia","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Disadvantaged; Poverty; Marital status; Demography; Household income; Rural area; Geography; Medicine; Socioeconomics; Environmental health; Population; Political science; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000596631,0.000327509,0.0003286961,0.001362002,0.002064174,0.001013561,0.0004178902,0.0003952058,0.001759887],"category_scores_gemma":[0.002207542,0.0005144228,0.0003160516,0.001970506,0.0008056951,0.0005903001,0.001149998,0.0006526252,0.0001647846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007860946,"about_ca_system_score_gemma":0.000972549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1075479,"about_ca_topic_score_gemma":0.2574834,"domain_scores_codex":[0.9995915,0.0001497028,0.00003011122,0.00004187345,0.00004101258,0.0001457111],"domain_scores_gemma":[0.9992692,0.0001566212,0.0003039345,0.00003262332,0.00008045833,0.0001572622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003001926,0.00004498828,0.992308,0.00002566706,0.0000206003,0.000104315,0.005865185,0.00000921117,0.0002428085,0.00004013528,0.00006592517,0.001243104],"study_design_scores_gemma":[0.000001841449,0.00002707887,0.9893939,0.0000250197,0.00001261882,0.00004917886,0.0103468,0.00001412608,0.00002163943,0.000009540169,0.00009617631,0.000002059729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995418,0.000100242,0.00001667236,0.0000324914,0.000001329148,0.000007703184,0.00009906202,3.304895e-7,0.0002005123],"genre_scores_gemma":[0.9994287,0.0002099081,0.00007346315,0.00002209429,0.000001872203,0.00002791358,0.00009193198,9.805531e-7,0.0001431192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1075479,"threshold_uncertainty_score":0.2138438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06175020830753874,"score_gpt":0.3871271035783796,"score_spread":0.3253768952708409,"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."}}