{"id":"W2897868862","doi":"10.1111/josl.12310","title":"‘I don't come off as timid anymore’: Real‐time change in early adulthood against the backdrop of the community","year":2018,"lang":"en","type":"article","venue":"Journal of Sociolinguistics","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Salience (neuroscience); Early adulthood; Period (music); Psychology; Formative assessment; Hum; Life course approach; Demography; Linguistics; Developmental psychology; Young adult; Sociology; History; Cognitive psychology; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003582516,0.0001124136,0.0003066485,0.0000752396,0.0007068383,0.00003506015,0.0008796562,0.0001821857,0.0001387034],"category_scores_gemma":[0.01104482,0.00007129068,0.0001442469,0.0002951628,0.001162511,0.00003845741,0.0001261399,0.0007508715,0.00002984775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660884,"about_ca_system_score_gemma":0.0004667436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004710624,"about_ca_topic_score_gemma":0.001020357,"domain_scores_codex":[0.9972593,0.001272778,0.0006225253,0.00007514025,0.0004906523,0.0002796318],"domain_scores_gemma":[0.9965153,0.0008015278,0.0008874179,0.0003016916,0.001392643,0.0001013722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001707541,0.0006126168,0.08058897,0.00003856565,0.0001581606,0.00006106152,0.8212496,0.0000138186,0.0004180205,0.09071431,0.003847314,0.002126817],"study_design_scores_gemma":[0.004710729,0.001622676,0.6975866,0.0008250118,0.0004067957,0.00006021148,0.06452117,0.0007902652,0.0003644917,0.06354115,0.1647658,0.000805036],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540583,0.00007538813,0.00001453801,0.002547748,0.002161449,0.000209828,0.00002041326,0.00001164121,0.04090067],"genre_scores_gemma":[0.9945523,0.0003730326,0.0003786614,0.001242013,0.003223853,0.000001798026,0.000001459732,0.00001293616,0.0002139576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7567284,"threshold_uncertainty_score":0.9972855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04594064637953772,"score_gpt":0.3446038756891167,"score_spread":0.298663229309579,"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."}}