{"id":"W4405725455","doi":"10.1080/17549507.2024.2438080","title":"Parents’ perspectives on speech-language assessment for their preschool-aged children: A scoping review","year":2024,"lang":"en","type":"review","venue":"International Journal of Speech-Language Pathology","topic":"Language Development and Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Foundation (evidence); Developmental psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0110753,0.001105531,0.003058122,0.01064062,0.001002759,0.003251459,0.001427609,0.002719324,0.00191809],"category_scores_gemma":[0.03173784,0.0009365273,0.002031306,0.01061896,0.001151136,0.00316088,0.001804367,0.001712546,0.0003633647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002563186,"about_ca_system_score_gemma":0.009645939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009429442,"about_ca_topic_score_gemma":0.01746509,"domain_scores_codex":[0.9930848,0.003330075,0.001937946,0.0003940572,0.001039083,0.0002140475],"domain_scores_gemma":[0.969559,0.02535871,0.002385076,0.0002714816,0.002193272,0.0002324352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001763682,0.00005450711,0.001378052,0.5476342,0.001364215,0.0007023933,0.006567051,0.000191603,0.0004840661,0.00187096,0.005248909,0.4343277],"study_design_scores_gemma":[0.00002583079,0.0001151023,0.00325428,0.9198803,0.003142029,0.001198213,0.004821096,0.00004423206,0.0002705845,0.0005189705,0.0666953,0.00003406306],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004335886,0.9989339,0.0000480036,0.000164901,0.0000565012,0.00002561882,0.00001741823,0.000001325308,0.0003188413],"genre_scores_gemma":[0.003769596,0.9957271,0.0001841357,0.0001352201,0.00002637143,0.00007542795,0.00002774151,0.000001127851,0.00005331485],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0110753,"threshold_uncertainty_score":0.05857247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03530465505510474,"score_gpt":0.4312997768766664,"score_spread":0.3959951218215617,"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."}}