{"id":"W4210261973","doi":"10.3390/curroncol29020058","title":"Challenges in Geriatric Oncology—A Surgeon’s Perspective","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prehabilitation; Geriatric oncology; Cancer; Mindset; Geriatrics; Clinical trial; Cancer surgery; Population; General surgery; Family medicine; Physical therapy; Internal medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002743803,0.000727263,0.001075362,0.001798579,0.0008755002,0.002426706,0.0008534929,0.00407614,0.003910533],"category_scores_gemma":[0.007383761,0.0002812674,0.0009002635,0.001759738,0.001016445,0.005339071,0.002008632,0.006153105,0.001596342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386614,"about_ca_system_score_gemma":0.005467942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002966637,"about_ca_topic_score_gemma":0.006057522,"domain_scores_codex":[0.9990897,0.0002777308,0.0001488399,0.00007080971,0.0003086709,0.0001041528],"domain_scores_gemma":[0.9945321,0.00233082,0.0004155954,0.00007494516,0.002014434,0.0006321241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006667333,0.00007126612,0.0005627207,0.01385784,0.0001058163,0.0008854553,0.0007357928,0.0003737908,0.0003528923,0.01163086,0.4875433,0.4838136],"study_design_scores_gemma":[0.00001076405,0.00006550141,0.0005713456,0.008937668,0.00004290312,0.002056621,0.0006366798,0.00004827925,0.00004287404,0.003761651,0.9838022,0.00002340124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002361913,0.9228171,0.000231596,0.0628249,0.0113108,0.000006979309,0.00002207163,0.00001585066,0.002534606],"genre_scores_gemma":[0.002497916,0.9595916,0.0004521316,0.02604321,0.009931752,0.00001153668,0.00002927962,0.000005378979,0.001437171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00407614,"threshold_uncertainty_score":0.01451081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4068255742798367,"score_gpt":0.5029988441146233,"score_spread":0.09617326983478658,"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."}}