{"id":"W4410202757","doi":"10.7202/1117882ar","title":"Ending Toxicity: A Call to Reintroduce Constructive Discourse About Contentious Health-Related Issues in Medicine","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Bioethics","topic":"Ethics in medical practice","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Constructive; Toxicity; Medicine; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.2170103,0.001127358,0.002798625,0.003572483,0.0280102,0.0303811,0.007315755,0.04983891,0.005502759],"category_scores_gemma":[0.2710957,0.001449936,0.00232093,0.00209163,0.1044792,0.04955348,0.03174687,0.07730983,0.001909105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01940696,"about_ca_system_score_gemma":0.07152966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009263496,"about_ca_topic_score_gemma":0.01434399,"domain_scores_codex":[0.7674101,0.1909269,0.007821754,0.004264936,0.02218659,0.007389748],"domain_scores_gemma":[0.4526148,0.4509816,0.01906086,0.01837747,0.03003693,0.02892833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001430523,0.0002841478,0.001966391,0.001614407,0.0001088421,0.001863222,0.5308492,0.0003098442,0.001828977,0.1970716,0.1752953,0.08866509],"study_design_scores_gemma":[0.0001108581,0.0001567857,0.001495201,0.005714736,0.00007155083,0.001181463,0.1752776,0.0003220873,0.0008937063,0.1915966,0.6229905,0.000188891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002191503,0.00412806,0.00196292,0.9853231,0.002443758,0.00002499096,0.000004273672,0.00004851351,0.003872976],"genre_scores_gemma":[0.1414665,0.008816866,0.01599929,0.8216641,0.007239274,0.0002939264,0.00002286335,0.0002638518,0.00423326],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2170103,"threshold_uncertainty_score":0.9655657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1102659225792131,"score_gpt":0.524759305824777,"score_spread":0.414493383245564,"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."}}