{"id":"W1963758025","doi":"10.1080/03069885.2011.646947","title":"Guidance counsellor strategies for handling bullying","year":2012,"lang":"en","type":"article","venue":"British Journal of Guidance and Counselling","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Psychology; Exploratory research; Medical education; Applied psychology; Pedagogy; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001488893,0.0001683208,0.0003370889,0.00008540528,0.0004690549,0.0002655877,0.0001834461,0.0001332232,0.0001231934],"category_scores_gemma":[0.00004635244,0.0001828968,0.0001211942,0.0001311464,0.00008414943,0.0007172389,0.000006035782,0.0002466873,0.000006584609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002063434,"about_ca_system_score_gemma":0.0000662411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004610016,"about_ca_topic_score_gemma":0.00001497891,"domain_scores_codex":[0.9982989,0.00007980461,0.000687763,0.0001923085,0.0002612359,0.000480011],"domain_scores_gemma":[0.9983893,0.0002116822,0.0006482211,0.0001155154,0.0004760686,0.0001592133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003230548,0.002213011,0.09487379,0.001890923,0.001597187,0.0008984622,0.0942261,0.008634729,0.02408167,0.04269288,0.15697,0.5686907],"study_design_scores_gemma":[0.0149716,0.001427999,0.02078694,0.01929905,0.0009296849,0.02386716,0.03855251,0.005329012,0.002680056,0.03017701,0.8387702,0.003208811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4563659,0.1849273,0.3557115,0.00007234624,0.001875212,0.0001754586,0.00001297746,0.00003173081,0.00082767],"genre_scores_gemma":[0.9695895,0.0199182,0.007376477,0.0003532762,0.001988749,0.00001800554,0.0000043871,0.00004648065,0.0007048972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6818002,"threshold_uncertainty_score":0.7458314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643453592179973,"score_gpt":0.2976355745497229,"score_spread":0.2712010386279232,"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."}}