{"id":"W4416696311","doi":"10.64628/aam.ppde74xud","title":"Online harassment is silencing Canada’s health experts — institutions need to do more to protect them","year":2025,"lang":"","type":"article","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Harassment; Legislation; Government (linguistics); The Internet; Confidentiality; Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008595069,0.0004578546,0.0005580075,0.001763915,0.03315108,0.01941395,0.002499111,0.01029432,0.04231883],"category_scores_gemma":[0.06022999,0.0005454344,0.0006936794,0.002085511,0.01367825,0.007632148,0.007541214,0.0173185,0.005799301],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03394787,"about_ca_system_score_gemma":0.1688296,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8562948,"about_ca_topic_score_gemma":0.9286131,"domain_scores_codex":[0.9834397,0.003787135,0.0002839751,0.0007297072,0.005128296,0.006631159],"domain_scores_gemma":[0.8916004,0.01805274,0.006633176,0.002852463,0.02394792,0.05691329],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007950305,0.000194275,0.0304999,0.0001229176,0.00006973906,0.0005963005,0.01810429,0.00008518344,0.0005248949,0.0230184,0.8492616,0.07744285],"study_design_scores_gemma":[0.0000606876,0.00007129815,0.03606437,0.000869479,0.0000820916,0.0003997342,0.1048159,0.0001753758,0.0006901335,0.01103463,0.8455763,0.0001600414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03065748,0.002397316,0.0005567278,0.825101,0.006021413,0.00005569064,0.0002141627,0.0001237353,0.1348725],"genre_scores_gemma":[0.3955104,0.003894451,0.00106758,0.467381,0.003384889,0.00006426126,0.0002500144,0.0002392058,0.1282082],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.991405,"threshold_uncertainty_score":0.289103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1575576931118946,"score_gpt":0.4572267811688189,"score_spread":0.2996690880569243,"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."}}