{"id":"W4408425826","doi":"10.2196/60424","title":"Enhancing Early Language Disorder Detection in Preschools: Evaluation and Future Directions for the Gades Platform","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Milestone; Language development; Psychology; Language acquisition; Early childhood; Inclusion (mineral); Developmental psychology; Computer science; Mathematics education; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01628494,0.001106233,0.0007341701,0.001041447,0.0003447233,0.001315975,0.001801741,0.0008652906,0.003942633],"category_scores_gemma":[0.02033083,0.0003438436,0.001306466,0.0004882337,0.0004758502,0.001983076,0.002371849,0.0007565726,0.0005960932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106633,"about_ca_system_score_gemma":0.004379932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003918767,"about_ca_topic_score_gemma":0.008272748,"domain_scores_codex":[0.9938099,0.004039627,0.0004154382,0.0004654285,0.0008080906,0.0004615097],"domain_scores_gemma":[0.9856894,0.007527941,0.000865915,0.0006691063,0.002943978,0.002303705],"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":[0.01080844,0.01365662,0.1848766,0.003378756,0.0004409507,0.0005373444,0.002875783,0.002155797,0.004746424,0.0006421102,0.007571108,0.7683101],"study_design_scores_gemma":[0.008019756,0.07597505,0.7990029,0.007520077,0.002748868,0.001746304,0.01170081,0.02214822,0.01304129,0.00269068,0.055015,0.0003910531],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670318,0.002222919,0.008813535,0.003176878,0.0002592743,0.009929714,0.001782917,0.001197698,0.005585251],"genre_scores_gemma":[0.7664179,0.003498318,0.2086984,0.001194393,0.000151386,0.01324143,0.003887467,0.0001259448,0.002784784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01628494,"threshold_uncertainty_score":0.08612406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829901503610551,"score_gpt":0.3480527056488609,"score_spread":0.3297536906127554,"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."}}