{"id":"W4255064608","doi":"10.21203/rs.3.rs-34967/v1","title":"Attitude and education needs of emergency doctors in providing palliative and end-of-life care in Hong Kong: A prospective cross-sectional analysis based on self-reported surveys","year":2020,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Palliative care; End-of-life care; Cross-sectional study; Psychology; Medicine; Nursing; Family medicine; Medical education","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0106401,0.0005493632,0.001791208,0.007627728,0.0001860552,0.00008564301,0.0004615691,0.0006337214,0.0001739032],"category_scores_gemma":[0.01355557,0.0005280653,0.0004056673,0.00828586,0.0008163762,0.0001954883,0.0008702081,0.003320945,0.000002221049],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608914,"about_ca_system_score_gemma":0.007296291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01360818,"about_ca_topic_score_gemma":0.004754296,"domain_scores_codex":[0.9872785,0.004354789,0.001867964,0.001410073,0.004048679,0.001039956],"domain_scores_gemma":[0.9873061,0.003210225,0.0005943062,0.0008931326,0.007342455,0.0006537581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001482501,0.001262402,0.9592011,0.01112336,0.001234202,0.00005022025,0.02288555,0.0008348965,0.0006604795,0.0002115421,0.0000487011,0.001005023],"study_design_scores_gemma":[0.002060617,0.00167655,0.971166,0.004036417,0.0001422907,5.717151e-7,0.01402369,0.003735295,0.002275595,0.0004832038,0.00005406605,0.0003457234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873499,0.006344605,0.0001565399,0.0003914725,0.000140973,0.004230888,0.0003779487,0.00004137273,0.0009662475],"genre_scores_gemma":[0.9934034,0.004201403,0.0006039788,0.000007482999,0.0001802067,0.0007048958,0.0007606016,0.00006859747,0.0000693729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196487,"threshold_uncertainty_score":0.9997171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2671476477789947,"score_gpt":0.5368216244259214,"score_spread":0.2696739766469267,"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."}}