{"id":"W3160335138","doi":"10.2196/26197","title":"Evaluating a Middle-School Digital Citizenship Curriculum (Screenshots): Quasi-Experimental Study","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Prosocial behavior; Psychology; Medical education; Mental health; Poison control; Applied psychology; Pedagogy; Mathematics education; Social psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005012458,0.0003171704,0.0004037552,0.0001034017,0.0006619102,0.0001540101,0.0002013788,0.0001099694,0.003956231],"category_scores_gemma":[0.00004478228,0.0003033103,0.0001303802,0.0004161205,0.00005274528,0.0001675067,0.0001612018,0.0003398755,0.0005448768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003702696,"about_ca_system_score_gemma":0.0002526347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003301463,"about_ca_topic_score_gemma":0.00006985045,"domain_scores_codex":[0.9966114,0.0006027223,0.0006795773,0.0007889761,0.0006328138,0.0006845644],"domain_scores_gemma":[0.9985465,0.00005705164,0.0003248347,0.0005103452,0.0000952365,0.0004660398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009509403,0.05653442,0.7083915,0.0002807461,0.000488277,0.0004388375,0.09291615,0.00002387472,0.001058133,0.001340478,0.09474219,0.0428344],"study_design_scores_gemma":[0.02838465,0.02756833,0.2075288,0.001838756,0.00008069729,0.001041044,0.721351,0.002717652,0.001022463,0.0003695121,0.005588871,0.002508257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892698,0.00176024,0.00006095668,0.0005870517,0.001283513,0.001625568,0.00007654355,0.000194764,0.005141571],"genre_scores_gemma":[0.9938875,0.00001288658,0.0004842802,0.00110828,0.0003937521,0.0002870906,0.0003626909,0.00006129645,0.00340223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6284348,"threshold_uncertainty_score":0.9999419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07453842528316394,"score_gpt":0.4199367603570026,"score_spread":0.3453983350738386,"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."}}