{"id":"W2109446060","doi":"10.1017/s0047404507070832","title":"<scp>Sol Steinmetz and Barbara Ann Kipfer</scp>, <i>The life of language: The fascinating ways words are born, live, and die</i>","year":2007,"lang":"en","type":"article","venue":"Language in Society","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Encyclopedia; Scope (computer science); Subject (documents); Set (abstract data type); Institution; Sociology; History; Classics; Linguistics; Computer science; Philosophy; Library science; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008219627,0.0001992611,0.0003051298,0.00002721516,0.0005311194,0.00009728872,0.0001946553,0.00007283758,0.00005662869],"category_scores_gemma":[0.0009909839,0.0001189842,0.0001118542,0.00007594073,0.0005800721,0.00005392224,0.0001754407,0.0003655132,0.000003243178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003068475,"about_ca_system_score_gemma":0.00001603369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839932,"about_ca_topic_score_gemma":0.005043175,"domain_scores_codex":[0.9987497,0.00005246657,0.0003354809,0.0002417819,0.0002590217,0.0003615122],"domain_scores_gemma":[0.9983317,0.001069422,0.0001773516,0.0002502608,0.00009452095,0.00007677652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005268991,0.00005510228,0.002424936,0.0001549274,0.00008492019,0.00005970408,0.9795532,0.000001758436,0.0001520965,0.006012295,0.007222653,0.004273137],"study_design_scores_gemma":[0.00052226,0.00006908402,0.007048774,0.0001080007,0.00008898517,0.000004069326,0.8849098,0.0001732024,0.0001162092,0.0001672083,0.1066347,0.000157762],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988254,0.06213713,0.00007293933,0.0003025024,0.0003464153,0.0003146266,0.00009565617,0.00006140777,0.03784394],"genre_scores_gemma":[0.9940553,0.0003188067,0.0002491259,0.00117982,0.0008954972,0.00001297835,0.000005891212,0.00002498663,0.003257553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09941201,"threshold_uncertainty_score":0.4852034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535190734654549,"score_gpt":0.2350162258391827,"score_spread":0.2196643184926372,"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."}}