{"id":"W3211983470","doi":"10.32920/ryerson.14645679.v1","title":"Reading between the bars: exploring the representation of young adults with incarcerated parents in text literature","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Socioeconomic and Political Dynamics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reflexivity; Narrative; Reading (process); Psychology; Young adult; Representation (politics); Developmental psychology; Imprisonment; Social psychology; Sociology; Criminology; Linguistics; Social science; Literature; Art","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":[0.0004165294,0.0002294518,0.0005763652,0.0001056185,0.00008004035,0.0002403718,0.0004466079,0.000207429,0.00006912103],"category_scores_gemma":[0.0001325664,0.0001582206,0.0001431698,0.0003326634,0.000102386,0.000206586,0.0003686725,0.0007095682,0.0000180422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049199,"about_ca_system_score_gemma":0.0000400397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005700479,"about_ca_topic_score_gemma":0.0002601049,"domain_scores_codex":[0.9982154,0.00007377178,0.0008375421,0.0005176062,0.00005259864,0.0003030663],"domain_scores_gemma":[0.9986235,0.0002064675,0.0004122284,0.0006245932,0.00007703483,0.00005610636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003010918,0.00003227484,0.9101257,0.0001396514,0.0001825368,0.000004926281,0.009232528,0.002453757,3.289779e-7,0.07687984,0.00006011789,0.0008582714],"study_design_scores_gemma":[0.0007241479,0.00003887853,0.95482,0.0008937366,0.00003532956,0.000003940603,0.006813688,0.01061693,0.00003975278,0.02522683,0.0003138411,0.00047294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785982,0.0005759551,0.0006171389,0.0006283486,0.0003426069,0.0004169206,0.0003420246,0.0000182692,0.01846047],"genre_scores_gemma":[0.998055,0.0006804094,0.0002161707,0.0001107079,0.0001365057,0.00009562552,0.0004081856,0.00002398262,0.0002734108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05165302,"threshold_uncertainty_score":0.8617457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04002441719393195,"score_gpt":0.247026706110704,"score_spread":0.2070022889167721,"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."}}