{"id":"W4288707526","doi":"10.31124/advance.20154749","title":"Can Teacher Awareness, Attitude and Identity Increase Technology Vulnerability?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Vulnerability (computing); Perception; Identity (music); Psychology; Pedagogy; Medical education; Medicine; Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002297882,0.0001555991,0.0002408644,0.001354259,0.001235536,0.002176137,0.0003170777,0.0009714096,0.005053394],"category_scores_gemma":[0.01988927,0.0002784581,0.0004551965,0.0005330174,0.002479311,0.002460819,0.001873205,0.001079385,0.000599561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008792321,"about_ca_system_score_gemma":0.000944926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00339986,"about_ca_topic_score_gemma":0.0030098,"domain_scores_codex":[0.9972807,0.001373036,0.0001417657,0.0002133963,0.0005966984,0.0003944509],"domain_scores_gemma":[0.9843233,0.006490839,0.005851883,0.0008736281,0.0009460949,0.001514252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006088375,0.0002996615,0.9255996,0.00008190648,0.00003347647,0.0004588149,0.04841447,0.00008181819,0.0006341263,0.001672672,0.0004877199,0.02217494],"study_design_scores_gemma":[0.000008514167,0.0001686202,0.9239801,0.000111141,0.00003871446,0.0006330819,0.06852734,0.0002949905,0.0007909719,0.002120611,0.003302093,0.00002385203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893785,0.00017936,0.0003974442,0.001893625,0.00001990286,0.00001427008,0.00002375314,0.000005984626,0.008087151],"genre_scores_gemma":[0.9992113,0.0001018013,0.00007377929,0.00008271341,0.000007313135,0.00000770478,0.000007564769,0.00000145848,0.0005063922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005053394,"threshold_uncertainty_score":0.01690531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858521546928635,"score_gpt":0.3433258458104598,"score_spread":0.3147406303411735,"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."}}