{"id":"W3174204091","doi":"10.32552/2021.actamedica.542","title":"Global Scientific Outputs of Palliative Care Publications: A Holistic Approach with Bibliometric Analysis","year":2021,"lang":"en","type":"article","venue":"Acta Medica","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Palliative care; Psychology; Medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01687548,0.001106054,0.00263546,0.1449618,0.001355669,0.008497038,0.001042206,0.0006104492,0.004199134],"category_scores_gemma":[0.06011677,0.0003252203,0.002012169,0.1766382,0.001303216,0.005606818,0.003939001,0.0005696228,0.000583643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002523411,"about_ca_system_score_gemma":0.004381252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002104647,"about_ca_topic_score_gemma":0.002095151,"domain_scores_codex":[0.9786493,0.00712949,0.003574934,0.001227394,0.008972366,0.0004464504],"domain_scores_gemma":[0.9570756,0.02760964,0.006810086,0.001628201,0.006381963,0.0004944823],"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":[0.0002946674,0.0002549427,0.3050511,0.02636428,0.005392169,0.0005944571,0.008733852,0.007984772,0.002273259,0.02509504,0.01524437,0.6027172],"study_design_scores_gemma":[0.0001554224,0.0007275348,0.7225313,0.008092765,0.006683405,0.001688064,0.0360079,0.04758329,0.003752012,0.06759972,0.1047236,0.0004549598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6616405,0.05742231,0.1109849,0.009715314,0.0008489009,0.005351955,0.05226887,0.002379638,0.09938763],"genre_scores_gemma":[0.9089893,0.01337255,0.06340916,0.000196478,0.000570009,0.002627406,0.009158708,0.000127769,0.001548539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8550382,"threshold_uncertainty_score":0.08924711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.168317684897091,"score_gpt":0.4278691643489317,"score_spread":0.2595514794518406,"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."}}