{"id":"W3173988850","doi":"10.28945/4762","title":"Early Findings of a Study Exploring the Social Media, Political and Cultural Awareness, and Civic Activism of Gen Z Students in the Mid-Atlantic United States [Abstract]","year":2021,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Quarter (Canadian coin); Unrest; Political science; Institution; Population; Social media; Civic engagement; Geography; Economic growth; Sociology; Gender studies; Social science; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.000804554,0.00005745602,0.00009815789,0.0001309376,0.0004158801,0.0002649633,0.0002732394,0.00002455921,0.000003627645],"category_scores_gemma":[0.0008225905,0.00003755427,0.000007102482,0.0006685392,0.001114758,0.0007284645,0.0001095451,0.00007152103,2.478197e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002404909,"about_ca_system_score_gemma":0.0008921779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002821894,"about_ca_topic_score_gemma":0.001845068,"domain_scores_codex":[0.9990439,0.00002827849,0.0001801687,0.0001257094,0.0004409737,0.0001809956],"domain_scores_gemma":[0.9992435,0.0003005116,0.0000661787,0.00006367194,0.0002879753,0.00003816117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004028136,0.00009263895,0.5769541,0.00001220376,0.00000411701,5.604186e-7,0.3802524,4.704567e-8,0.0001079236,0.03522052,0.00001259402,0.007338807],"study_design_scores_gemma":[0.00008158526,0.00001371747,0.6459603,0.00002706348,0.000003768206,0.000001363481,0.3521832,0.000002197482,0.0002141204,0.001342656,0.0001320159,0.00003798114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966088,0.00001515449,9.407697e-7,0.002406125,0.00008501715,0.000136016,0.000001224667,0.000004996131,0.0007417281],"genre_scores_gemma":[0.9997454,0.00008416519,0.000009370576,0.0001124064,0.00001541638,0.0000107873,0.000002360108,0.00000104867,0.0000190225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06900617,"threshold_uncertainty_score":0.4265878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09207193515709423,"score_gpt":0.3810819961059969,"score_spread":0.2890100609489027,"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."}}