{"id":"W7024293474","doi":"","title":"The Role of Attitude, Parenting Styles, and School in First-Language Attrition and Code-switching","year":2022,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Feeling; Affect (linguistics); Style (visual arts); First language; Language proficiency; On Language; Variation (astronomy)","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":[0.001666309,0.0003102423,0.0003190034,0.0006407342,0.001183668,0.001535998,0.0006041296,0.0006014354,0.003468928],"category_scores_gemma":[0.004581469,0.0002223816,0.000661362,0.0007354018,0.0009923503,0.0006009088,0.001035458,0.001274619,0.0002931592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008902056,"about_ca_system_score_gemma":0.001028128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01356348,"about_ca_topic_score_gemma":0.02102268,"domain_scores_codex":[0.9989876,0.0003800956,0.00008044493,0.0001128343,0.0002330839,0.0002059068],"domain_scores_gemma":[0.9935034,0.002023754,0.002425077,0.0003305622,0.0003599646,0.001357325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418978,0.0004608154,0.9914096,0.0000185359,0.00003233837,0.0001023122,0.004477877,0.00001625951,0.0003908712,0.00008877178,0.00005723169,0.002803429],"study_design_scores_gemma":[0.000002977086,0.0001527174,0.9951575,0.00001308894,0.00001254852,0.00005421036,0.004311697,0.00006389966,0.00007521469,0.00003854148,0.0001136467,0.00000387074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992606,0.00006087305,0.00002832788,0.0000386885,0.000002965192,0.00000720463,0.00001594326,9.136331e-7,0.0005844241],"genre_scores_gemma":[0.9992729,0.00007425312,0.00008328145,0.00002723327,0.00000326487,0.00001177898,0.00004335771,0.000001607756,0.0004824926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01356348,"threshold_uncertainty_score":0.02696908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007460949059839035,"score_gpt":0.2505892789303832,"score_spread":0.2431283298705441,"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."}}