{"id":"W4306173264","doi":"10.1186/s12913-022-08610-1","title":"The effectiveness of case management for cancer patients: an umbrella review","year":2022,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Cancer survivorship and care","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Xiangya Hospital, Central South University; Hunan Provincial Science and Technology Department","keywords":"Medicine; Nursing research; Health administration; Health informatics; Nursing management; Pain medicine; Public health; Cancer; Intensive care medicine; Nursing; Internal medicine; Anesthesiology; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.01223841,0.0003058124,0.001845057,0.0002505353,0.0006780721,0.00003029383,0.000615702,0.0001148082,0.0001688897],"category_scores_gemma":[0.00004298114,0.0001983183,0.0004507668,0.001294904,0.00007404572,0.00004427379,0.0003877463,0.0007064407,0.000007233685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184954,"about_ca_system_score_gemma":0.002021833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00717035,"about_ca_topic_score_gemma":0.009308745,"domain_scores_codex":[0.9911603,0.00521371,0.0009336752,0.0006621602,0.001246761,0.0007833672],"domain_scores_gemma":[0.9942868,0.003198828,0.0003953642,0.001172665,0.0005922097,0.0003540983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001412078,0.00009241596,0.00002674817,0.5200553,0.00008665118,0.00001646558,0.00009110766,7.367414e-8,1.368188e-9,0.00007083947,0.0001077592,0.4793114],"study_design_scores_gemma":[0.0004376016,0.0007578032,0.00004890228,0.1676339,0.000358056,0.0000326817,0.0005640715,0.00000415868,7.076519e-8,0.00001124332,0.830031,0.00012047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000240244,0.9838743,0.000003870913,0.00003749152,0.000508308,0.01456087,0.0004501416,0.00001981087,0.0005211487],"genre_scores_gemma":[0.00001390783,0.9857906,0.00002384087,0.0003346335,0.0001637955,0.01254996,0.000723569,0.00008975711,0.000309952],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8299233,"threshold_uncertainty_score":0.999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1652334893054593,"score_gpt":0.5370216452029907,"score_spread":0.3717881558975313,"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."}}