{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009186727,0.0001626084,0.0001415519,0.0007214229,0.001927267,0.001659476,0.0003051886,0.0003806569,0.003321695],"category_scores_gemma":[0.001960845,0.000189795,0.0001535084,0.0005809191,0.0007465201,0.0006480786,0.001562136,0.0008176484,0.0003805823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006977957,"about_ca_system_score_gemma":0.001622748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0251337,"about_ca_topic_score_gemma":0.09606399,"domain_scores_codex":[0.999724,0.00009385904,0.00001700515,0.00002804777,0.00004794449,0.00008914457],"domain_scores_gemma":[0.9983112,0.0004519256,0.0004070528,0.00004800915,0.0003560444,0.0004257886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000524228,0.0002254624,0.8946809,0.00007858248,0.00001842017,0.0002963074,0.0872388,0.000008139059,0.001230469,0.0002032674,0.0009004315,0.0150667],"study_design_scores_gemma":[0.000003949887,0.0001814516,0.7587634,0.00007102651,0.00001850993,0.00009645714,0.2362045,0.00003252206,0.0003164367,0.00004072514,0.004264355,0.000006527112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976109,0.00005524519,0.00002454269,0.0002132299,0.00000767134,0.00001355997,0.00005345705,0.000001427294,0.002019862],"genre_scores_gemma":[0.9983732,0.0001946011,0.00006682182,0.0002368768,0.000007643807,0.00002623692,0.00007641261,0.000001524887,0.001016797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0251337,"threshold_uncertainty_score":0.0499748,"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."}}