{"id":"W4309505052","doi":"10.32920/21596736","title":"Supporting families and young deaf children with a bimodal bilingual approach","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Sign language; Neuroscience of multilingualism; Sociolinguistics of sign languages; Manually coded language; Sign (mathematics); Linguistics; Grammar; Literacy; Language interpretation; American Sign Language; Vocabulary; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002493591,0.0003593143,0.0003386059,0.0005120973,0.007228084,0.002238473,0.0008377658,0.001620611,0.009317589],"category_scores_gemma":[0.005925368,0.0002374937,0.000295798,0.0003151546,0.002446072,0.002606166,0.007330081,0.002163887,0.001086672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002849683,"about_ca_system_score_gemma":0.01147731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0167469,"about_ca_topic_score_gemma":0.03702588,"domain_scores_codex":[0.9986516,0.0006019173,0.00004182669,0.00009259068,0.0001596043,0.0004525385],"domain_scores_gemma":[0.996734,0.0005930455,0.0002329166,0.00005930178,0.0002659189,0.002114905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001839005,0.00134498,0.05553285,0.00107175,0.00004093678,0.02013281,0.4709468,0.0001878554,0.003494547,0.01165734,0.1059619,0.3294443],"study_design_scores_gemma":[0.00009249579,0.0004007635,0.02741841,0.001948576,0.00006564303,0.01164682,0.7055364,0.0001366803,0.0007653854,0.01154331,0.2403812,0.00006436871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7451164,0.01485169,0.00259834,0.1133673,0.001810276,0.000225128,0.0001781558,0.0002676901,0.1215849],"genre_scores_gemma":[0.9544405,0.009308581,0.004057439,0.01324138,0.0001783721,0.0002969929,0.00006305133,0.00003504512,0.01837861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0167469,"threshold_uncertainty_score":0.03329885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983834192501778,"score_gpt":0.338636412386637,"score_spread":0.3087980704616192,"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."}}