{"id":"W4413101931","doi":"10.1136/bmjopen-2024-094724","title":"Hospital discharge communication problems in 10 high-income nations: a secondary analysis of an international health policy survey","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Augusta University; Commonwealth Fund","keywords":"Medicine; Commonwealth; Mental health; Public health; Hospital discharge; Environmental health; Gerontology; Family medicine; Nursing; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002927311,0.0004271934,0.0004686563,0.002044579,0.0006673571,0.0007356229,0.0004695976,0.0007118016,0.0016817],"category_scores_gemma":[0.006161629,0.0004342518,0.0007682081,0.002773044,0.0004967331,0.00101315,0.001244531,0.0007957561,0.0003344702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007803931,"about_ca_system_score_gemma":0.0009416859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01386679,"about_ca_topic_score_gemma":0.01477683,"domain_scores_codex":[0.9978415,0.001047556,0.0003034707,0.0002345801,0.0002465473,0.0003263777],"domain_scores_gemma":[0.9944734,0.000844552,0.00314102,0.0003382211,0.0005874752,0.0006153635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009134598,0.0001398653,0.9981053,0.00003573277,0.00004664006,0.00003670584,0.0004299487,0.00002084494,0.000049895,0.00001437811,0.0002428387,0.0007863927],"study_design_scores_gemma":[0.00001253399,0.0001406864,0.9988642,0.00001487079,0.00001423065,0.00004584656,0.0007062986,0.00004261807,0.00002060337,0.000005608591,0.0001289361,0.000003537419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972166,0.0001019261,0.0001025893,0.00006286888,0.000004438457,0.00008809657,0.002034922,0.000002933054,0.0003856585],"genre_scores_gemma":[0.9948501,0.0001270849,0.0002202843,0.0001226284,0.00001590283,0.0002946437,0.00416066,0.000002672863,0.0002059981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01386679,"threshold_uncertainty_score":0.02757215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04686286809402991,"score_gpt":0.4387905819701276,"score_spread":0.3919277138760977,"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."}}