{"id":"W2168395883","doi":"10.1177/0269216311420197","title":"Symptom clusters in patients with advanced cancer: Sub-analysis of patients reporting exclusively non-zero ESAS scores","year":2011,"lang":"en","type":"article","venue":"Palliative Medicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cluster (spacecraft); Anxiety; Quality of life (healthcare); Principal component analysis; Subgroup analysis; Multilevel model; Exploratory analysis; Depression (economics); Exploratory factor analysis; Meta-analysis; Internal medicine; Clinical psychology; Psychometrics; Statistics; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070347,0.0002874887,0.0006350333,0.001373212,0.0004226537,0.0005300405,0.0002791926,0.0002794759,0.001027114],"category_scores_gemma":[0.003138156,0.0001435383,0.0006687489,0.001287385,0.0003299608,0.0004834427,0.001104641,0.000444319,0.000156601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035352,"about_ca_system_score_gemma":0.0004828677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021135,"about_ca_topic_score_gemma":0.002085593,"domain_scores_codex":[0.999371,0.0001831643,0.00009226183,0.0001297272,0.0001197504,0.0001041687],"domain_scores_gemma":[0.9982797,0.0005407245,0.0005563285,0.0001317988,0.0002228696,0.0002685927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008097506,0.00006357879,0.9943534,0.00002597579,0.00007826166,0.00007006792,0.0003436342,0.0001440315,0.0006608239,0.00002062112,0.0001016574,0.003328209],"study_design_scores_gemma":[0.00001722983,0.0002775218,0.9984164,0.000003583402,0.00002969361,0.00016524,0.0004586141,0.0004139319,0.00009066484,0.00003902099,0.0000828321,0.000005298916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996202,0.00004662375,0.0001034176,0.00001008008,0.000002007508,0.00002252654,0.0001169232,0.000002461712,0.00007563207],"genre_scores_gemma":[0.9994879,0.00001701002,0.0001504647,0.00000403884,0.000002905283,0.00002331763,0.0002742887,0.000001758337,0.00003841169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0021135,"threshold_uncertainty_score":0.005660594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02924724996766183,"score_gpt":0.3010980581379106,"score_spread":0.2718508081702488,"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."}}