{"id":"W1940026565","doi":"10.20360/g27w2c","title":"The Value of Writing for Senior-Citizen Writers","year":2015,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Literacy; Identity (music); Value (mathematics); Professional writing; Academic writing; Function (biology); Life writing; Creative writing; Writing process; Psychology; Sociology; Population; Pedagogy; Visual arts; Literature; Aesthetics; Narrative; Art; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009876717,0.0006243507,0.0007713946,0.002006197,0.02003129,0.0142405,0.001784122,0.00249004,0.004113946],"category_scores_gemma":[0.02529581,0.0004624296,0.0005155604,0.001814951,0.009948712,0.006621475,0.009674578,0.00243771,0.00104038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002754155,"about_ca_system_score_gemma":0.00479327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001177908,"about_ca_topic_score_gemma":0.003502693,"domain_scores_codex":[0.9817732,0.01368376,0.0005875078,0.0005127972,0.001677931,0.001764744],"domain_scores_gemma":[0.9729388,0.01478845,0.003283441,0.001280463,0.002154952,0.00555384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006234539,0.00008719456,0.008038483,0.0002253035,0.000007333473,0.003477319,0.9619637,0.00002291362,0.0008035843,0.002721238,0.002241144,0.02034956],"study_design_scores_gemma":[0.000006604609,0.00009994614,0.001927539,0.0001747169,0.000008630521,0.002396002,0.9617963,0.00005496469,0.0002872004,0.000955688,0.03227735,0.00001497832],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547384,0.000708515,0.001127087,0.00734393,0.0002767481,0.00006945914,0.00003633536,0.00007117668,0.03562824],"genre_scores_gemma":[0.9930419,0.0002927264,0.0008542568,0.0006065783,0.0000895844,0.00004227174,0.00001885439,0.00003281951,0.00502098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02003129,"threshold_uncertainty_score":0.0522337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110954764641361,"score_gpt":0.2812710170626825,"score_spread":0.2601614694162689,"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."}}