{"id":"W2092207525","doi":"10.1177/0075424211414808","title":"The Written Questionnaire as a Sociolinguistic Data Gathering Tool","year":2011,"lang":"en","type":"article","venue":"Journal of English Linguistics","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Linguistics; Psychology; Data collection; Relation (database); Equivalence (formal languages); History; Computer science; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02956687,0.0005006657,0.0005353321,0.003853149,0.0009281115,0.001411728,0.0008267428,0.000460711,0.006648402],"category_scores_gemma":[0.05686623,0.000396908,0.000282054,0.002804201,0.001496313,0.001168416,0.001518802,0.0008532315,0.002449651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008351722,"about_ca_system_score_gemma":0.002500238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002735152,"about_ca_topic_score_gemma":0.005458278,"domain_scores_codex":[0.9616733,0.03025865,0.002917876,0.0009677212,0.003819184,0.0003633484],"domain_scores_gemma":[0.9151072,0.05103865,0.005046655,0.008981928,0.01867258,0.001152988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008175787,0.001753358,0.1320802,0.003564732,0.00009948812,0.0008341478,0.07221933,0.00170095,0.04953707,0.009946546,0.03503709,0.6924096],"study_design_scores_gemma":[0.0006659146,0.01005354,0.5591077,0.002438352,0.0001522478,0.00149992,0.1011527,0.01198599,0.03991329,0.0124881,0.2600741,0.000468114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5895328,0.0005871346,0.2916253,0.002625336,0.0009831445,0.04936926,0.01383112,0.001466021,0.04997995],"genre_scores_gemma":[0.5871804,0.0007876796,0.3193772,0.001356501,0.0002968997,0.06877812,0.004633419,0.0002951859,0.01729453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02956687,"threshold_uncertainty_score":0.1563664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06277196259250001,"score_gpt":0.3332674110528602,"score_spread":0.2704954484603602,"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."}}