{"id":"W6908428333","doi":"10.25959/23246501","title":"Text messaging, textese, and age differences : an exploration of fourteen consecutive undergraduate cohorts","year":2022,"lang":"en","type":"dissertation","venue":"UTAS Research Repository","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Casual; Quarter (Canadian coin); Style (visual arts); Age groups; Cohort; Writing style","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":[0.00192121,0.0002979661,0.0005113622,0.001460691,0.001434765,0.001437189,0.000731573,0.0007393305,0.00194671],"category_scores_gemma":[0.005040567,0.000511263,0.0004924362,0.001425476,0.0006034321,0.001719606,0.002050966,0.001010934,0.0007702422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006940388,"about_ca_system_score_gemma":0.000810879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02623234,"about_ca_topic_score_gemma":0.03073398,"domain_scores_codex":[0.9991139,0.0001317897,0.0001069082,0.0001985448,0.0002224597,0.0002263842],"domain_scores_gemma":[0.9981239,0.0002724387,0.0005302947,0.0001319759,0.0004840553,0.0004572431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001074618,0.0001783429,0.9733469,0.00002487851,0.00002145897,0.0001730303,0.02123309,0.00001163014,0.0002594245,0.00007320783,0.0002629987,0.004307588],"study_design_scores_gemma":[0.000006114967,0.0002685819,0.9825157,0.00002204196,0.00001381143,0.0001826408,0.01601074,0.00007584888,0.00006324864,0.00005825955,0.0007734089,0.000009655774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995102,0.00006545975,0.00003775633,0.00002632146,0.000003914169,0.0000223201,0.0001260137,0.000001152593,0.000207005],"genre_scores_gemma":[0.9986985,0.0001302436,0.0001144734,0.00007120167,0.000007386852,0.0000708752,0.0002926848,0.000003926032,0.0006107835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02623234,"threshold_uncertainty_score":0.05215931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08833381230668573,"score_gpt":0.3828696804003464,"score_spread":0.2945358680936606,"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."}}