{"id":"W2944856606","doi":"10.1159/000493125","title":"Does Efficacy Equal Lasting Impact? A Study of Intervention Short Term Gains, Impact on Diagnostic Status, and Association with Background Variables","year":2019,"lang":"en","type":"article","venue":"Folia Phoniatrica et Logopaedica","topic":"Language Development and Disorders","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre for Interdisciplinary Research in Rehabilitation","funders":"Centre for Interdisciplinary Research in Rehabilitation","keywords":"Intervention (counseling); Medicine; Physical therapy; Test (biology); Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007654059,0.0003208866,0.0004672294,0.0002912957,0.00008038218,0.00007909031,0.0001698662,0.0001642738,0.001061663],"category_scores_gemma":[0.0004113991,0.0001815862,0.000127345,0.0004101963,0.0000308686,0.0001749583,0.00009098725,0.0003248474,0.00006596515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002571067,"about_ca_system_score_gemma":0.0001152238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326324,"about_ca_topic_score_gemma":0.0001909613,"domain_scores_codex":[0.9975685,0.0003724625,0.0004815969,0.0004917884,0.0005202253,0.0005654489],"domain_scores_gemma":[0.9972478,0.001804801,0.0003782081,0.0003137205,0.00009344042,0.0001620541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007385784,0.002093848,0.9855359,0.00004215953,0.0006455818,0.00002413736,0.006272461,0.00005909274,0.00004517582,0.00007801743,0.001272273,0.00319276],"study_design_scores_gemma":[0.005176306,0.003690387,0.9866363,0.00009472649,0.0001985562,0.000003600734,0.00375467,0.00002216223,0.00001188126,0.00004858619,0.00007888085,0.0002839478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964604,0.000234027,0.00008111066,0.00004629434,0.0004438141,0.0009018955,0.00005701035,0.00007583981,0.001699614],"genre_scores_gemma":[0.9991816,0.00004778629,0.00006228795,0.00004870421,0.00009947154,0.00004525379,0.0001100722,0.0000422785,0.0003625808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004437728,"threshold_uncertainty_score":0.9998515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386668353379581,"score_gpt":0.331669165688093,"score_spread":0.3178024821542971,"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."}}