{"id":"W4366222696","doi":"10.7202/1098557ar","title":"An Ethics-informed, Policy-based Approach to the Management of Challenges Posed by Living-at-Risk, Frequent Users of Emergency Departments","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Bioethics","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Beneficence; Autonomy; Distributive justice; Health care; Equity (law); Economic Justice; Harm; Medicine; Public relations; Nursing; Business; Psychology; Political science; Law; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001867013,0.0001926558,0.0003845186,0.0004803866,0.000273554,0.000006219303,0.0004017779,0.0002037636,0.00004417554],"category_scores_gemma":[0.0006228605,0.0001412879,0.0002181485,0.0006775646,0.000265606,0.00006132962,0.00004093355,0.00069531,0.000007469857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000243362,"about_ca_system_score_gemma":0.001517597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007147198,"about_ca_topic_score_gemma":0.04254687,"domain_scores_codex":[0.9978951,0.0001721595,0.0007177892,0.0001721145,0.0006265723,0.0004162229],"domain_scores_gemma":[0.9977408,0.000156752,0.0004508615,0.0004075751,0.0006240341,0.0006199747],"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":[0.001032073,0.001477393,0.1215402,0.01496427,0.01205564,0.0005962501,0.4236838,0.005784583,0.003536783,0.02907809,0.3652296,0.02102135],"study_design_scores_gemma":[0.007538421,0.01252192,0.2489056,0.006592839,0.005078475,0.0001419053,0.2703497,0.0009867083,0.01974035,0.001978023,0.423652,0.002514092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8607796,0.01758339,0.0004780231,0.1037088,0.002464336,0.001521294,0.001211006,0.00004665226,0.01220687],"genre_scores_gemma":[0.976133,0.02180289,0.0008101845,0.0008225926,0.0001625077,0.0000104871,0.00003013075,0.00002916734,0.0001989973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533341,"threshold_uncertainty_score":0.9994643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085901488380721,"score_gpt":0.3702261318516807,"score_spread":0.2616359830136087,"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."}}