{"id":"W4240921091","doi":"10.32920/ryerson.14646033","title":"Millennial Readers: An Analysis of Young Adult Escapism","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Education, Sociology, Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Toronto Metropolitan University","funders":"","keywords":"Audience measurement; Agency (philosophy); Escapism; Identity (music); Mainstream; Narrative; Young adult; Power (physics); Flourishing; Gender studies; Popular culture; Purchasing power; Psychology; Sociology; Media studies; Social psychology; Political science; Social science; Developmental psychology; Literature; Aesthetics; 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":[0.001541819,0.0001685053,0.0006344507,0.0003038692,0.0004654143,0.00007916769,0.0009343082,0.0004453285,0.0008213892],"category_scores_gemma":[0.001215353,0.0001766337,0.0003632415,0.0007594886,0.001154046,0.0001213458,0.000553943,0.0003828388,0.000005335418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001779443,"about_ca_system_score_gemma":0.0005930382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08448733,"about_ca_topic_score_gemma":0.1611246,"domain_scores_codex":[0.9967881,0.001637429,0.0004934593,0.0004442887,0.000401077,0.0002356823],"domain_scores_gemma":[0.9963195,0.0005280814,0.0004091068,0.001215283,0.0014353,0.00009277761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003392562,0.0002967648,0.152154,0.00003314489,0.00328906,3.965919e-7,0.8111065,0.000134787,0.00002088434,0.02991221,0.002336418,0.0007124202],"study_design_scores_gemma":[0.00006616527,0.000008458212,0.08638663,0.00002586981,0.001113599,6.975429e-8,0.9103308,0.0001219596,0.00001664731,0.0007509071,0.0009460429,0.0002328341],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9001533,0.002570139,0.0006542943,0.01421189,0.001671836,0.0003526653,0.00003633152,0.0001622909,0.08018728],"genre_scores_gemma":[0.9781239,0.01057917,0.008769942,0.0002250346,0.0003580053,0.00007454948,0.0003239776,0.00001119146,0.001534216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0992243,"threshold_uncertainty_score":0.9216092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382925237509366,"score_gpt":0.4544602177082882,"score_spread":0.3161676939573516,"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."}}