{"id":"W4416504005","doi":"10.1093/geront/gnaf272","title":"“The first transition is from resident to patient”: understanding the decisional needs of long-term care residents preparing for hospital transitions","year":2025,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; University of Ottawa; Bruyère; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Face (sociological concept); Transition (genetics); Qualitative research; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001731257,0.000143264,0.0002331531,0.00006417905,0.0008912945,0.0000531991,0.0002708641,0.00007442611,0.00003604891],"category_scores_gemma":[0.0001671896,0.00007042352,0.0002151113,0.0002014748,0.000197101,0.00005130204,0.00005769494,0.0001290172,0.000003434042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002342895,"about_ca_system_score_gemma":0.00009514843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004103866,"about_ca_topic_score_gemma":0.002388163,"domain_scores_codex":[0.9989013,0.00003922872,0.0003773409,0.0001795372,0.0002640674,0.0002385339],"domain_scores_gemma":[0.998639,0.0006136452,0.00008176555,0.0004867508,0.0001090135,0.00006981088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.009613859,0.0008611552,0.28901,0.0008008547,0.002093953,0.0000615408,0.5146956,0.0007222234,0.0007407099,0.01961319,0.1145062,0.04728072],"study_design_scores_gemma":[0.002532451,0.001240834,0.8650974,0.00146956,0.0007123004,0.000009099303,0.1166687,0.0001611692,0.002744882,0.007767428,0.00131438,0.0002817472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9243253,0.001541777,0.0297647,0.0415281,0.000440927,0.001431403,0.0001181409,0.00003300686,0.0008165787],"genre_scores_gemma":[0.9983514,0.00004564283,0.0001567298,0.0009048076,0.00005167926,0.00009852998,0.00003166742,0.000010937,0.0003486323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5760875,"threshold_uncertainty_score":0.6855207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798999296553073,"score_gpt":0.3150730263768332,"score_spread":0.2870830334113024,"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."}}