{"id":"W4405059686","doi":"10.1007/978-3-031-69362-5_59","title":"Cyberbullying and Social Media","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Social media; Suicidal ideation; Psychology; Anxiety; Social psychology; Social anxiety; State (computer science); Political science; Suicide prevention; Medicine; Poison control; Psychiatry; Computer science","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":[0.0001780637,0.000466131,0.000205004,0.001376385,0.001079125,0.003529038,0.000337398,0.0009000868,0.02043829],"category_scores_gemma":[0.0004427193,0.0001354491,0.0001527889,0.001595014,0.001464109,0.002048504,0.001324571,0.001295425,0.002860535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007103017,"about_ca_system_score_gemma":0.001092176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004005713,"about_ca_topic_score_gemma":0.008344474,"domain_scores_codex":[0.9998438,0.00004393926,0.000004959306,0.00002193606,0.00006529086,0.0000199375],"domain_scores_gemma":[0.9996191,0.0002554562,0.00003182548,0.00001122975,0.00004225812,0.00004006172],"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":[0.00001866616,0.0001841063,0.004864473,0.001205629,0.00001305801,0.0006567045,0.007964534,0.0003892738,0.0006621354,0.3064085,0.2361455,0.4414874],"study_design_scores_gemma":[0.000002081865,0.00002849033,0.0058052,0.001806679,0.0000052678,0.0006113272,0.003082829,0.0001607118,0.0001283802,0.02144274,0.9669164,0.00000980543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009015233,0.2724763,0.0008051291,0.01103289,0.002506793,0.00004096559,0.000110874,0.00005516346,0.7039567],"genre_scores_gemma":[0.1136481,0.3941626,0.001511095,0.005381894,0.004624073,0.0001040281,0.000170287,0.00007376105,0.4803241],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02043829,"threshold_uncertainty_score":0.06837285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03095647861732794,"score_gpt":0.2858808000016931,"score_spread":0.2549243213843652,"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."}}