{"id":"W4404935029","doi":"10.1017/s1366728924000932","title":"Intersample variance of second-language readers should not be overlooked","year":2024,"lang":"en","type":"article","venue":"Bilingualism Language and Cognition","topic":"Reading and Literacy Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Variance (accounting); Linguistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003477617,0.0001621152,0.0001979283,0.0001729192,0.00004246912,0.00006769823,0.00008225274,0.0001232929,0.002289863],"category_scores_gemma":[0.0000726583,0.0001446888,0.00007112762,0.0001748835,0.00007212008,0.0001095892,0.00002877776,0.0001828701,0.00004932869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001750645,"about_ca_system_score_gemma":0.00003421282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003691446,"about_ca_topic_score_gemma":0.00005803999,"domain_scores_codex":[0.9988331,0.00008503068,0.0003096327,0.0003799226,0.0001708223,0.0002215384],"domain_scores_gemma":[0.9993653,0.0002542382,0.00006544759,0.0002084387,0.00004227457,0.00006429025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002558174,0.0001500493,0.00009030833,0.0006063835,0.0003532931,0.0008333133,0.7293142,4.059038e-7,0.08308694,0.007466567,0.005297097,0.1725456],"study_design_scores_gemma":[0.00635611,0.001095915,0.01322625,0.004623363,0.0008542675,0.001256867,0.5861728,0.0005768831,0.2547187,0.00377184,0.1245115,0.002835427],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833763,0.002752644,0.0004494143,0.0003502942,0.0005544096,0.0002126808,0.0001686723,0.0001612112,0.01197436],"genre_scores_gemma":[0.9903418,0.0000190173,0.0005155693,0.001628311,0.0002051633,0.00003468035,0.0002398507,0.00002777014,0.00698784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716318,"threshold_uncertainty_score":0.9986222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0393666414957297,"score_gpt":0.341651401591769,"score_spread":0.3022847600960393,"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."}}