{"id":"W4380877035","doi":"10.1017/cnj.2023.13","title":"Social role effects on English particle verb variation fail to replicate","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Linguistics / La revue canadienne de linguistique","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; New York University","keywords":"Alternation (linguistics); Replicate; Linguistics; Variation (astronomy); Register (sociolinguistics); Psychology; Verb; Predictability; Mathematics; Statistics; Philosophy; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005102759,0.0004477664,0.0005921781,0.001683794,0.001067708,0.001465859,0.0009038997,0.0005951146,0.00909205],"category_scores_gemma":[0.02354597,0.0003902793,0.0005205587,0.001006287,0.003361727,0.001331009,0.002320234,0.0008604828,0.0008034713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007163324,"about_ca_system_score_gemma":0.0005242359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004919088,"about_ca_topic_score_gemma":0.005609707,"domain_scores_codex":[0.9927019,0.002819422,0.0005147891,0.001646938,0.001873217,0.000443723],"domain_scores_gemma":[0.9635176,0.02682372,0.002747858,0.00424986,0.002236764,0.0004242417],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00399299,0.0007693328,0.41357,0.001033564,0.0008696413,0.003269161,0.06320634,0.0009960582,0.3287239,0.02618284,0.002215725,0.1551705],"study_design_scores_gemma":[0.00008608562,0.0004587961,0.9603776,0.00006439853,0.0002094123,0.001910439,0.00850728,0.00197561,0.01618477,0.005644553,0.004496785,0.00008429491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931989,0.0001650557,0.001200644,0.00009088742,0.00001565664,0.00001415842,0.0001156778,0.00003495058,0.005164018],"genre_scores_gemma":[0.9993595,0.00001753911,0.0002562885,0.00001483873,0.000006685758,0.000008757708,0.00006850879,0.00004253815,0.0002254031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9948972,"threshold_uncertainty_score":0.03041595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763554129078454,"score_gpt":0.2866435774889206,"score_spread":0.269008036198136,"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."}}