{"id":"W4224215912","doi":"10.1044/2022_ajslp-21-00326","title":"We Need to Talk About Social Inequalities in Language Development","year":2022,"lang":"en","type":"article","venue":"American Journal of Speech-Language Pathology","topic":"Language Development and Disorders","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Conceptualization; Psychological intervention; Social inequality; Language development; Social determinants of health; Psychology; Context (archaeology); Public health; Sociology; Developmental psychology; Inequality; Linguistics; Medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009385871,0.0004435462,0.0009040431,0.001765192,0.004859216,0.008633364,0.001299422,0.004533318,0.006908881],"category_scores_gemma":[0.01779209,0.0002633714,0.0005840415,0.001064559,0.03517019,0.01716029,0.008911341,0.01284153,0.0004408285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004075689,"about_ca_system_score_gemma":0.005681514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009518245,"about_ca_topic_score_gemma":0.009965996,"domain_scores_codex":[0.9916126,0.004780821,0.0002809167,0.0008124725,0.001252129,0.001261249],"domain_scores_gemma":[0.9773676,0.01767273,0.001496827,0.0008047789,0.001100558,0.001557568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001017927,0.0001787073,0.04060641,0.001078574,0.0001283305,0.0009387035,0.09558735,0.0007300226,0.0006159718,0.7346454,0.02123589,0.1041528],"study_design_scores_gemma":[0.00002131587,0.0001226395,0.02375024,0.002085963,0.00005815912,0.0008883957,0.08568843,0.0003757899,0.0005338068,0.7393967,0.1470019,0.00007667814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04746399,0.0226546,0.008722414,0.8891782,0.002358659,0.00002800184,0.0001305621,0.00004491504,0.02941859],"genre_scores_gemma":[0.879741,0.01585552,0.003997472,0.09241282,0.004444737,0.0001448757,0.00009386215,0.00006437629,0.003245448],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009518245,"threshold_uncertainty_score":0.04963779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526370527020865,"score_gpt":0.306204895558945,"score_spread":0.2909411902887364,"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."}}