{"id":"W7131826816","doi":"10.5376/cge.2025.13.0015","title":"Research Progress on Family-Involved Discharge Care Models for Cancer Patients","year":2025,"lang":"","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cancer; MEDLINE; Disease; Hospital discharge; Patient care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006297024,0.0008350621,0.0009622626,0.0006692599,0.002895129,0.0001512735,0.0007591948,0.001194348,0.00006726701],"category_scores_gemma":[0.0004455728,0.0008183891,0.0002572198,0.001024396,0.0009454585,0.00007701284,0.0007372238,0.0016949,0.00001584707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018614,"about_ca_system_score_gemma":0.002608946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000592187,"about_ca_topic_score_gemma":0.001271083,"domain_scores_codex":[0.9929153,0.0008582344,0.00141472,0.001595498,0.001010136,0.002206092],"domain_scores_gemma":[0.9811372,0.001842704,0.0003892143,0.001038088,0.01497959,0.0006132108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002480788,0.0009685298,0.3753269,0.01503137,0.001024055,0.000005718067,0.03735783,0.00888731,0.0002156945,0.01272902,0.2061278,0.339845],"study_design_scores_gemma":[0.01309306,0.00728105,0.0983836,0.03245923,0.001414318,9.794947e-8,0.09057871,0.03489604,0.006706337,0.01277176,0.6990814,0.00333443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7046954,0.2545884,0.0006376369,0.001752755,0.02081552,0.007579951,0.007135416,0.00005022741,0.002744696],"genre_scores_gemma":[0.8434299,0.1437372,0.0004110813,0.005119456,0.0009289064,0.003527588,0.0003624515,0.0001579009,0.002325516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4929536,"threshold_uncertainty_score":0.9994267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2087243746194141,"score_gpt":0.4670007144125622,"score_spread":0.2582763397931481,"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."}}