{"id":"W4288702313","doi":"10.31124/advance.20154749.v1","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; Technology integration; Medical education; Pedagogy; Educational technology; 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":[0.002345252,0.0001725184,0.0002957921,0.001408799,0.001326128,0.002298188,0.0003321461,0.001018421,0.003727819],"category_scores_gemma":[0.02171761,0.0003119088,0.0004790499,0.0005803243,0.002395148,0.002356189,0.002059815,0.001212636,0.0004425871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009164089,"about_ca_system_score_gemma":0.0009801876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002831797,"about_ca_topic_score_gemma":0.002480495,"domain_scores_codex":[0.9966586,0.001582357,0.0001825748,0.0002727199,0.0008038393,0.0004999167],"domain_scores_gemma":[0.9814475,0.007545814,0.007077306,0.001018505,0.001197651,0.001713245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000717206,0.000346533,0.9304131,0.00008816393,0.00004282252,0.0004712646,0.04924721,0.00007177507,0.0008305137,0.00139405,0.0002743083,0.01674857],"study_design_scores_gemma":[0.000008026378,0.0001928424,0.9314835,0.00009528383,0.00004271956,0.0007558414,0.06197719,0.0002632201,0.0007268139,0.001729176,0.002699783,0.00002576866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925562,0.0001865867,0.0003690924,0.00119988,0.00001650833,0.00001410376,0.00001752788,0.000004860673,0.00563516],"genre_scores_gemma":[0.9994169,0.0001038451,0.00007600661,0.00006476925,0.000006502885,0.000006657896,0.000006367215,0.000001364238,0.0003174716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003727819,"threshold_uncertainty_score":0.01247084,"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."}}