{"id":"W4416504094","doi":"10.1186/s13643-025-02969-y","title":"Neuroimaging in pediatric language development and disorders: a scoping review protocol","year":2025,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute on Deafness and Other Communication Disorders; Canadian Institutes of Health Research; National Institutes of Health; University of Toronto; Foundation for the National Institutes of Health","keywords":"Protocol (science); Neuroimaging; Language development; MEDLINE; Child development","routes":{"ca_aff":true,"ca_fund":true,"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":[0.06764313,0.005249677,0.014918,0.02933586,0.004820593,0.008860339,0.006613375,0.008330605,0.05372788],"category_scores_gemma":[0.06451975,0.004730209,0.01189998,0.01981371,0.004839506,0.008703696,0.007299795,0.004780546,0.008213192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01457044,"about_ca_system_score_gemma":0.08320186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006503259,"about_ca_topic_score_gemma":0.01535165,"domain_scores_codex":[0.974387,0.00788014,0.0102773,0.002287152,0.003896308,0.001272141],"domain_scores_gemma":[0.961384,0.01297746,0.007764714,0.00260571,0.01332675,0.001941427],"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":[0.001676072,0.000289215,0.000843484,0.9256112,0.001105301,0.001024726,0.002630499,0.0006800179,0.001239826,0.004050865,0.01499351,0.04585523],"study_design_scores_gemma":[0.003485364,0.0008496774,0.003648369,0.8349113,0.004869755,0.0009392904,0.003304029,0.000571936,0.001031744,0.004085449,0.142077,0.0002260458],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005663434,0.006184062,0.001500347,0.0004681665,0.0001960725,0.9866201,0.003555801,0.00005594566,0.0008532191],"genre_scores_gemma":[0.0006599614,0.006476785,0.004740112,0.0003323675,0.00003654577,0.9862469,0.0009512747,0.000008012811,0.0005479841],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06764313,"threshold_uncertainty_score":0.3577353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0455711931615064,"score_gpt":0.388853572096528,"score_spread":0.3432823789350217,"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."}}