{"id":"W4391973728","doi":"10.1007/978-3-031-54144-5_113","title":"Writing the Self: Ghostwriter Perspectives and Identity Construction","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Identity (music); Psychology; Sociology; Psychoanalysis; Art; Aesthetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005307211,0.0007638096,0.0006414808,0.00262399,0.007455836,0.01973198,0.00142888,0.003835891,0.00920109],"category_scores_gemma":[0.00868783,0.0004454576,0.0002980045,0.002498958,0.05121122,0.01974785,0.005922672,0.004678673,0.001254816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275197,"about_ca_system_score_gemma":0.002655325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001948623,"about_ca_topic_score_gemma":0.002244352,"domain_scores_codex":[0.9954503,0.003490738,0.0001004322,0.0003024561,0.0004538451,0.000202164],"domain_scores_gemma":[0.9938923,0.004849519,0.0002314368,0.0004858111,0.0002971156,0.0002437877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000102594,0.00001027826,0.00007928964,0.00004204416,0.000001304782,0.00007380964,0.1090999,0.00003159108,0.00009519822,0.8822376,0.002903001,0.005415677],"study_design_scores_gemma":[0.00001923919,0.00002062468,0.0002862791,0.0003347019,0.0000067297,0.0003287153,0.1091852,0.0003110039,0.0005711596,0.7151712,0.1737481,0.00001705862],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04933439,0.01526712,0.03568423,0.02407208,0.001152362,0.00004802719,0.0001067509,0.0001612783,0.8741738],"genre_scores_gemma":[0.8930026,0.00353157,0.007101764,0.001363083,0.000569367,0.0001091163,0.00009374011,0.0003320946,0.09389661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01973198,"threshold_uncertainty_score":0.03078067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791074201366124,"score_gpt":0.2954873176901843,"score_spread":0.2775765756765231,"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."}}