{"id":"W7116699635","doi":"10.1016/j.apro.2025.100290","title":"Identifying patients with delayed pain interference recovery after solid organ transplantation using supervised cluster analysis","year":2025,"lang":"en","type":"article","venue":"Advances in Patient-Reported Outcomes","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Cluster (spacecraft); Interference (communication); Transplantation; Medical imaging; Organ donation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004544712,0.00036994,0.0008443908,0.001023234,0.0001064272,0.00005071541,0.0001182116,0.0001290673,0.00008139709],"category_scores_gemma":[0.0001878591,0.0002849634,0.0002524008,0.00158955,0.00006547312,0.0007629872,0.00002779685,0.0002544459,0.000001674585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747788,"about_ca_system_score_gemma":0.0001066725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001817124,"about_ca_topic_score_gemma":0.001519855,"domain_scores_codex":[0.9970379,0.0002791907,0.001172046,0.0006092332,0.0004565103,0.0004450777],"domain_scores_gemma":[0.9983628,0.0004774711,0.0003463288,0.0004531544,0.0002610149,0.00009926494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00262572,0.0001971636,0.9758134,0.0003033906,0.0009958766,0.0001909717,0.00113176,0.001200331,0.00009351832,0.0000102239,0.000002049737,0.01743556],"study_design_scores_gemma":[0.004813155,0.0003339466,0.9874119,0.0007787317,0.00304594,0.00001260731,0.0004746634,0.001557786,0.0009559348,0.0001977576,0.00004057992,0.0003770079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7629786,0.0003208474,0.2354497,0.00007956822,0.0003301088,0.0005933557,0.00004397118,0.00006233974,0.0001415954],"genre_scores_gemma":[0.9643108,0.0002811268,0.03345843,0.001312881,0.00001117018,0.0000676163,0.000452422,0.00003025767,0.0000753608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2019912,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425190361890415,"score_gpt":0.3244681349258575,"score_spread":0.3102162313069533,"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."}}