{"id":"W6939614311","doi":"10.60692/j0656-6f781","title":"Experiences of identifying pre-school children with disabilities in resource limited settings – an account from Malawi, Pakistan and Uganda","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Disability Rights and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Referral; Thriving; Thematic analysis; Identification (biology); Indigenous; Health care; Integrated Management of Childhood Illness; Perception","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":[0.0006439111,0.00009994117,0.0001708776,0.0001493805,0.0002476234,0.0003603389,0.0001510982,0.00007312981,0.00003306328],"category_scores_gemma":[0.00005567682,0.00006977135,0.00002413611,0.0003908606,0.0003195624,0.001649245,0.00003912325,0.00005486299,0.00001642424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007098427,"about_ca_system_score_gemma":0.00004101447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001743596,"about_ca_topic_score_gemma":0.0001121064,"domain_scores_codex":[0.9985992,0.0001440811,0.000460644,0.0001675918,0.0004399928,0.0001884618],"domain_scores_gemma":[0.9993953,0.00003442188,0.0002087479,0.0001986297,0.00007865166,0.00008425207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002573189,0.000001432577,0.4510041,0.00003864356,0.000006442321,1.148969e-7,0.5486542,0.00003656561,4.302827e-7,0.00009758954,0.000007544956,0.0001272296],"study_design_scores_gemma":[0.0002191894,0.00001605619,0.4081335,0.00009925307,0.000005311384,4.666884e-7,0.5911672,0.000202169,0.00004307305,0.00001029732,0.00003646409,0.00006704655],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979434,0.000002244796,0.00008965014,0.00007453545,0.00006325018,0.0004632926,0.00005054522,0.0001295484,0.001183503],"genre_scores_gemma":[0.9996482,3.709951e-7,0.00004723751,0.00002066124,0.00004837399,0.00006901066,0.00005661769,0.000004941126,0.0001045991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04287059,"threshold_uncertainty_score":0.3474757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03549056354216003,"score_gpt":0.2893745575640987,"score_spread":0.2538839940219387,"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."}}