{"id":"W4229068684","doi":"10.3765/plsa.v7i1.5279","title":"Binary-constrained code-switching among non-binary French-English bilinguals","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Linguistic Society of America","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Barnard College","keywords":"Code-switching; Linguistics; Psychology; Grammatical gender; Heritage language; Identity (music); Neuroscience of multilingualism; Perception","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":[0.001166048,0.0002379427,0.000332767,0.000805525,0.002725772,0.001887321,0.0002737762,0.0004567113,0.003269324],"category_scores_gemma":[0.003844421,0.0001726939,0.0001196752,0.000394697,0.001454153,0.0005466974,0.001257465,0.0005116833,0.0003672377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122624,"about_ca_system_score_gemma":0.0009547485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0558065,"about_ca_topic_score_gemma":0.09839717,"domain_scores_codex":[0.9991418,0.0002856533,0.00004193228,0.0001364235,0.0001583576,0.0002357172],"domain_scores_gemma":[0.9977168,0.000638128,0.0005994266,0.0001331739,0.0004353352,0.0004771511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007627404,0.0005158246,0.3336684,0.000104466,0.00001888023,0.000927352,0.6083406,0.00004499327,0.02415392,0.001554262,0.0006842807,0.02922436],"study_design_scores_gemma":[0.00003946898,0.0005023472,0.4979869,0.00004644936,0.00001411242,0.001490026,0.490264,0.000338693,0.002127128,0.0007020627,0.006415179,0.00007351729],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989501,0.00001997732,0.00004057456,0.00002810569,0.000001616495,0.00000487124,0.00001522578,0.000001572774,0.0009378964],"genre_scores_gemma":[0.9990256,0.000024117,0.00006849359,0.0000531461,0.000002090415,0.000007555461,0.00003533794,0.000003117216,0.0007805504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0558065,"threshold_uncertainty_score":0.1109633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01382596768710622,"score_gpt":0.273648250304925,"score_spread":0.2598222826178188,"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."}}