{"id":"W4400144813","doi":"10.46827/ejse.v10i4.5391","title":"EXPLORING THERAPY-RELATED CONSTRAINTS IN THE DELIVERY OF SPEECH AND LANGUAGE THERAPY SERVICES TO CHILDREN WITH CEREBRAL PALSY IN KIBERA SLUMS, NAIROBI CITY COUNTY, KENYA","year":2024,"lang":"en","type":"article","venue":"European Journal of Special Education Research","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Cerebral palsy; Speech therapy; Psychology; Medicine; Pediatrics; Physical therapy; Audiology","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":[0.002626375,0.0001048285,0.0001906426,0.0005512053,0.00004911132,0.00008232275,0.0002004207,0.00001919907,0.000406771],"category_scores_gemma":[0.00003594584,0.00006678125,0.00004244453,0.000714266,0.0001479489,0.0002053298,0.00003077674,0.0005962825,0.000008739168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005809443,"about_ca_system_score_gemma":0.0003613751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003319788,"about_ca_topic_score_gemma":0.0002148846,"domain_scores_codex":[0.9982308,0.0004577564,0.0003941042,0.0001629623,0.0005497842,0.0002046502],"domain_scores_gemma":[0.9994084,0.00009670721,0.00007354139,0.0001388113,0.0001894314,0.00009307876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001282519,0.0008361715,0.1862511,0.0001322407,0.0001875526,0.0002469382,0.09131794,0.00001289346,0.003444762,0.0005302286,0.001378063,0.7143795],"study_design_scores_gemma":[0.002023285,0.0008283225,0.9635916,0.001046909,0.000008329714,0.0001206813,0.02704728,0.000002847009,0.0005296973,0.00005861567,0.004652921,0.00008953914],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862667,0.002818932,8.083753e-7,0.003176911,0.0001551384,0.0005360655,0.000004881263,0.000004796326,0.007035735],"genre_scores_gemma":[0.9954762,0.003228353,0.0000783057,0.0003289568,0.0007082102,0.000004366047,0.000007692383,0.0000189545,0.0001489349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7773405,"threshold_uncertainty_score":0.4453857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06430331463798726,"score_gpt":0.3387141128630915,"score_spread":0.2744107982251042,"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."}}