{"id":"W2891204038","doi":"10.1089/jpm.2017.0667","title":"Complexity Science and Palliative Care: Drawing from Complex Adaptive Systems Theories to Guide Our Successes","year":2018,"lang":"en","type":"letter","venue":"Journal of Palliative Medicine","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Palliative care; Medicine; Complexity science; Complex adaptive system; Engineering ethics; Data science; Management science; Nursing; Computer science; Artificial intelligence; 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":[0.01514293,0.000604548,0.001308455,0.0009634519,0.006341959,0.006771874,0.002982172,0.02176833,0.004315817],"category_scores_gemma":[0.06023453,0.0004257718,0.0007851992,0.0007076919,0.02394245,0.01609481,0.006685707,0.06470443,0.001244079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004610439,"about_ca_system_score_gemma":0.01035871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004775193,"about_ca_topic_score_gemma":0.009835728,"domain_scores_codex":[0.993988,0.003573423,0.0003861821,0.000452629,0.001253256,0.0003464191],"domain_scores_gemma":[0.9156823,0.07155395,0.00175593,0.001661435,0.00502315,0.004323269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000886834,0.0002353804,0.002483053,0.0006102859,0.00009549173,0.003091465,0.01967577,0.000994339,0.0002619429,0.3084493,0.5492098,0.1148045],"study_design_scores_gemma":[0.00007386162,0.00006133372,0.0004799321,0.001129974,0.00001934025,0.001288803,0.01089741,0.001269339,0.0001427325,0.6965629,0.2879926,0.00008170903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003712196,0.003181023,0.0010132,0.9929466,0.001471412,0.000005987999,0.000003649271,0.000005339048,0.001001757],"genre_scores_gemma":[0.05939507,0.01375911,0.008708874,0.8958158,0.01926438,0.0001595496,0.00002114531,0.0000539245,0.002822179],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02176833,"threshold_uncertainty_score":0.08008444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1629139567846672,"score_gpt":0.378573783254663,"score_spread":0.2156598264699957,"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."}}