{"id":"W4243166133","doi":"10.31234/osf.io/s32zb","title":"The Perceptions of Bilingualism Scales","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Harvard Graduate School of Education","keywords":"Neuroscience of multilingualism; Psychology; Perception; Scale (ratio); Construct (python library); Variation (astronomy); Developmental psychology; Reliability (semiconductor); Social psychology; Cognitive psychology; Geography; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006924258,0.00007266313,0.0001165548,0.00004549509,0.0003484116,0.00007549782,0.0004245437,0.0001691421,0.0009269425],"category_scores_gemma":[0.0005687575,0.00004859758,0.0001187201,0.00007699688,0.0004010111,0.00001678902,0.0001330196,0.0002160005,0.0001859958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004388605,"about_ca_system_score_gemma":0.001065992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01685892,"about_ca_topic_score_gemma":0.008980117,"domain_scores_codex":[0.9990842,0.0001872509,0.000205419,0.0001390139,0.0002315537,0.0001525354],"domain_scores_gemma":[0.9988922,0.0003782233,0.00012122,0.0003506583,0.0001946428,0.00006305819],"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":[0.000006658465,0.0001285156,0.007413602,0.00009432779,0.00005144332,1.055516e-7,0.3616135,0.0002077275,0.00006510961,0.5297933,0.0254506,0.07517512],"study_design_scores_gemma":[0.00008268893,0.000007934986,0.01269473,0.0000559737,0.00002089535,1.556774e-7,0.1028624,0.0001619386,0.00006174685,0.01348887,0.8703309,0.0002317964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3894487,0.0002328583,0.00004891575,0.008056871,0.002645127,0.0003844674,0.00001853744,0.0000589486,0.5991056],"genre_scores_gemma":[0.9124334,0.0008161978,0.0002662849,0.0002186072,0.0006092128,0.00001051994,0.000007429061,0.000006130237,0.08563217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8448802,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08655126243738638,"score_gpt":0.5063114121325947,"score_spread":0.4197601496952083,"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."}}