{"id":"W4392111513","doi":"10.1080/15265161.2024.2303164","title":"Beyond Advocacy: Human Health, the Environment, and Tradeoff Ethics","year":2024,"lang":"en","type":"article","venue":"The American Journal of Bioethics","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Bioethics; Patient advocacy; Political science; Engineering ethics; MEDLINE; Psychology; Sociology; Law; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004132708,0.0001355736,0.0002387412,0.00003994865,0.0006084823,0.00008765177,0.000356029,0.00005616963,0.0002050545],"category_scores_gemma":[0.0000524054,0.00006941133,0.00007652982,0.0002372317,0.003077735,0.0001156742,0.0001340057,0.001837782,0.00006104918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001464011,"about_ca_system_score_gemma":0.0001089694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006899331,"about_ca_topic_score_gemma":0.0001639557,"domain_scores_codex":[0.9981267,0.0004496056,0.0003933802,0.0001449989,0.0005476083,0.0003377214],"domain_scores_gemma":[0.9982637,0.0008801233,0.0003885624,0.0002334794,0.000007310022,0.0002268703],"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":[0.0001870225,0.0002259997,0.008522901,0.0003262406,0.000186831,0.0001391177,0.2940814,0.0003514705,0.008340052,0.009771011,0.05436383,0.6235042],"study_design_scores_gemma":[0.001331638,0.01313135,0.1787846,0.00126704,0.0004541871,0.00316458,0.08072136,0.001015785,0.001301064,0.1102274,0.6073174,0.001283665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6039227,0.0034821,0.0001684688,0.3913565,0.0001810983,0.0001499457,0.00001078612,0.00001581355,0.0007126465],"genre_scores_gemma":[0.9689881,0.01132256,0.0003058618,0.01901951,0.0002490352,0.000001815271,0.000001001004,0.00002190759,0.00009024444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6222205,"threshold_uncertainty_score":0.9996353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1147973581594456,"score_gpt":0.3939686405024458,"score_spread":0.2791712823430002,"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."}}