{"id":"W4380231404","doi":"10.1515/9780228018131","title":"Generation Why","year":2023,"lang":"en","type":"book","venue":"McGill-Queen's University Press eBooks","topic":"Generational Differences and Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0001870726,0.0002809178,0.0002973439,0.000234826,0.001464547,0.0001087889,0.0004921184,0.0005101386,0.0001124691],"category_scores_gemma":[0.00002457236,0.0003279277,0.0002067117,0.00004752416,0.0002336858,0.0001380615,0.0002077767,0.0003193393,0.00007762574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004924671,"about_ca_system_score_gemma":0.0003443202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006111079,"about_ca_topic_score_gemma":0.0001689832,"domain_scores_codex":[0.9979928,0.0002298547,0.0001817909,0.0005215655,0.0006903374,0.0003836959],"domain_scores_gemma":[0.9989872,0.00009336905,0.0001868325,0.000291179,0.0002354345,0.0002059773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007398752,0.000009476844,0.000002219209,0.00001485624,0.00007057415,0.00004931752,0.0003335777,0.00003159552,0.000004135655,0.7987661,0.1998547,0.000856128],"study_design_scores_gemma":[0.0002180426,0.00002744537,0.00001741452,0.00003778546,0.0001060415,1.673646e-7,0.0001191878,0.00003968822,0.00002943679,0.001705825,0.9973475,0.0003514536],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001063052,0.000001300183,0.00006824547,0.0005648643,0.0008131778,0.0002693119,0.0004769893,0.0002995422,0.9974959],"genre_scores_gemma":[0.0006435066,0.0001921465,0.00009019963,0.0001828462,0.000794708,0.000002935827,0.0004149826,0.00003788095,0.9976408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7974929,"threshold_uncertainty_score":0.9999173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05300459102419847,"score_gpt":0.2577489077084968,"score_spread":0.2047443166842983,"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."}}