{"id":"W2729419971","doi":"10.1016/j.avb.2017.07.003","title":"So you want to study bullying? Recommendations to enhance the validity, transparency, and compatibility of bullying research","year":2017,"lang":"en","type":"article","venue":"Aggression and Violent Behavior","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":259,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Aggression; Psychology; Transparency (behavior); Poison control; Human factors and ergonomics; Social psychology; Applied psychology; Computer security; Computer science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001949649,0.0002132526,0.0003205042,0.0001623833,0.002650392,0.0001932682,0.0005413683,0.0001108011,0.0006376287],"category_scores_gemma":[0.0002058824,0.0001456568,0.00004950747,0.0001689479,0.0002518245,0.0001065826,0.0004178341,0.0003547708,0.00002612343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002507736,"about_ca_system_score_gemma":0.00003585618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268922,"about_ca_topic_score_gemma":0.0003672105,"domain_scores_codex":[0.9973125,0.0006438371,0.0005270773,0.0006861078,0.0004448345,0.0003856843],"domain_scores_gemma":[0.9978216,0.0002187499,0.000298477,0.001134175,0.0002599531,0.0002670506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001714558,0.001426781,0.7614894,0.00002129152,0.000017382,0.00001245551,0.01732302,0.000001827948,0.003373975,0.00005627609,0.00174613,0.21436],"study_design_scores_gemma":[0.0008184232,0.0008053768,0.9837532,0.001297622,0.00008834855,0.000008573361,0.006714376,0.00002618721,0.003798167,0.00009322368,0.002348143,0.0002483751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934402,0.0003077617,0.0004219371,0.003214361,0.0006483948,0.001763568,0.00004927905,0.00003401105,0.0001205614],"genre_scores_gemma":[0.9983732,0.0004078901,0.0003507991,0.0001176003,0.00007023571,0.0003743311,0.00001197682,0.00002299134,0.000270999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2222638,"threshold_uncertainty_score":0.998648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1668556208967225,"score_gpt":0.4798690919085342,"score_spread":0.3130134710118117,"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."}}