{"id":"W2530072397","doi":"10.1186/s12889-016-3721-6","title":"Defending behaviors, bullying roles, and their associations with mental health in junior high school students: a population-based study","year":2016,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Science Council","keywords":"Mental health; Anxiety; Suicide prevention; Medicine; Clinical psychology; Poison control; Occupational safety and health; Population; Intervention (counseling); Injury prevention; Biostatistics; Human factors and ergonomics; Public health; Psychiatry; Psychology; Medical emergency; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002044005,0.0002374726,0.0004091559,0.0004580899,0.0007002448,0.0001352757,0.0002184761,0.00009521405,0.0002457924],"category_scores_gemma":[0.0001143726,0.0001594318,0.00003225238,0.0005289189,0.00002397697,0.0002869501,0.00005784519,0.0002018133,0.00001266229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080316,"about_ca_system_score_gemma":0.0008365929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006944806,"about_ca_topic_score_gemma":0.0146088,"domain_scores_codex":[0.9966611,0.001070509,0.0006685153,0.0005463659,0.0003652408,0.0006882777],"domain_scores_gemma":[0.9983625,0.0001876899,0.0005717855,0.0003530062,0.00007376854,0.0004512758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003239831,0.001113608,0.9894522,0.00001384582,0.00002232676,9.478615e-7,0.003421554,0.000007094993,0.000002538787,0.000399955,0.0006290944,0.004904413],"study_design_scores_gemma":[0.004390277,0.0004105241,0.9895763,0.0002093133,0.000004700822,0.000003213929,0.004608012,0.0000255118,3.183426e-7,0.00002256686,0.0005688901,0.0001803386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843048,0.0002602364,0.00375004,0.009480976,0.0003013576,0.001585113,0.000142083,0.0001459519,0.00002943515],"genre_scores_gemma":[0.9973947,0.00003517505,0.0007180668,0.001116772,0.00008392275,0.0001768587,0.0002229687,0.00004517635,0.0002063931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01308986,"threshold_uncertainty_score":0.9996681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03424624344581938,"score_gpt":0.3509426951989698,"score_spread":0.3166964517531504,"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."}}