{"id":"W4404959640","doi":"10.3390/socsci13120656","title":"Understanding Speech-Language Pathology from the Standpoint of Families: A Systemic Analysis","year":2024,"lang":"en","type":"article","venue":"Social Sciences","topic":"Language Development and Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Western University; Centre for Addiction and Mental Health; Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Early childhood; Psychology; Speech-Language Pathology; Language development; Corporate governance; Developmental psychology; Medicine","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":[0.004833214,0.0003333353,0.00028204,0.003764734,0.004441939,0.00518264,0.0004311033,0.0005553873,0.001546495],"category_scores_gemma":[0.005582196,0.0002525797,0.0002090221,0.002827309,0.00823308,0.004460109,0.003827309,0.0008914766,0.0001027341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00543632,"about_ca_system_score_gemma":0.006802865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01709573,"about_ca_topic_score_gemma":0.0217903,"domain_scores_codex":[0.9963822,0.002671343,0.0001204526,0.0002466596,0.0002760281,0.000303201],"domain_scores_gemma":[0.9956468,0.003306151,0.0004015442,0.0001863387,0.0002969853,0.0001621997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002024467,0.0000292159,0.04645941,0.0001875589,0.00001572953,0.001487696,0.8802227,0.0004229517,0.001350312,0.03655293,0.0005872836,0.03266391],"study_design_scores_gemma":[0.000003555114,0.00002844877,0.03193444,0.0001792123,0.00001942946,0.0005669004,0.9402571,0.000517932,0.0005440666,0.01220717,0.01373094,0.00001083652],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509755,0.001877292,0.01308331,0.002899234,0.00001699206,0.0001446636,0.000260908,0.00004105287,0.03070104],"genre_scores_gemma":[0.9964442,0.00061672,0.002240135,0.00005472621,0.000003908579,0.00005966107,0.00004407299,0.000006933876,0.0005296348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01709573,"threshold_uncertainty_score":0.03944343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08869301199614255,"score_gpt":0.3603802071026709,"score_spread":0.2716871951065283,"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."}}