{"id":"W4250412428","doi":"10.31219/osf.io/k9p8e","title":"Effectiveness of a parent-implemented language intervention for late-to-talk children: A real-world retrospective clinical chart review","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Language Development and Disorders","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychological intervention; Psychology; Intervention (counseling); Language development; Imitation; Developmental psychology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003408268,0.0004554335,0.001323718,0.0003023902,0.00005192819,0.00002580915,0.000522228,0.0002994873,0.005764742],"category_scores_gemma":[0.0004139341,0.0003941514,0.0008483748,0.000347538,0.00009654999,0.0000431497,0.0006199542,0.000395093,0.0001741753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001415828,"about_ca_system_score_gemma":0.00008045744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002208058,"about_ca_topic_score_gemma":0.001437543,"domain_scores_codex":[0.9959289,0.0008067246,0.00138508,0.001134617,0.0002750283,0.0004696729],"domain_scores_gemma":[0.997541,0.0002966431,0.0007323317,0.0009386055,0.0003441011,0.0001473449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004532313,0.003566406,0.8040981,0.0188984,0.006971137,0.00003846139,0.005107432,9.909412e-7,0.0001077599,0.00565142,0.1130525,0.0379751],"study_design_scores_gemma":[0.003560282,0.000740456,0.9847446,0.007836116,0.0004183547,0.00000218754,0.000296019,0.000004102227,0.0001683181,0.0006608622,0.0009899101,0.0005787985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482995,0.004866379,0.004746043,0.0002751001,0.00352406,0.01243349,0.0009114051,0.0003281933,0.02461585],"genre_scores_gemma":[0.9826171,0.001015346,0.00138823,0.0006697297,0.0004141938,0.002675662,0.003767235,0.0001211837,0.007331287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1806465,"threshold_uncertainty_score":0.999851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04089182201638618,"score_gpt":0.4395788532148204,"score_spread":0.3986870311984342,"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."}}