{"id":"W4404196895","doi":"10.1007/978-981-97-4738-2_13","title":"Population Needs: Ethics and Risk Management","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences North; Canadian Heart Research Centre","funders":"","keywords":"Risk management; Business; Engineering ethics; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001432283,0.0005916458,0.0003373168,0.0007144545,0.00239388,0.004710197,0.0006760831,0.002991006,0.01848195],"category_scores_gemma":[0.00236328,0.000290305,0.0001953239,0.000791716,0.004857544,0.003017371,0.002061514,0.003331505,0.00388706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003591274,"about_ca_system_score_gemma":0.005710949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00853281,"about_ca_topic_score_gemma":0.02546739,"domain_scores_codex":[0.9991346,0.000448493,0.00001987656,0.00003581388,0.0002819017,0.00007930018],"domain_scores_gemma":[0.9993363,0.0004087669,0.00002916133,0.00003189626,0.0001262812,0.0000675669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003359929,0.00003856966,0.0001232234,0.00008710918,0.000002286697,0.00008569843,0.004084365,0.0004818613,0.0000697505,0.6913753,0.2612108,0.04243768],"study_design_scores_gemma":[0.000001944217,0.000008583215,0.0002717892,0.0002806105,0.000001645615,0.0001162913,0.002324937,0.0002014632,0.00003734418,0.2286161,0.7681333,0.00000595947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001237057,0.01305189,0.003645184,0.0310636,0.001724612,0.00006166221,0.0000458014,0.00002244105,0.9491478],"genre_scores_gemma":[0.03144615,0.0114746,0.002431051,0.008076496,0.001536055,0.0001423955,0.00004908655,0.0000555768,0.9447886],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01848195,"threshold_uncertainty_score":0.06182826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09525604469574733,"score_gpt":0.4191812691741053,"score_spread":0.323925224478358,"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."}}