{"id":"W3014067009","doi":"10.1097/ncc.0000000000000814","title":"Too Much Cancer Care?","year":2020,"lang":"en","type":"article","venue":"Cancer Nursing","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; University of Toronto","funders":"","keywords":"Medicine; Multidisciplinary approach; Harm; Psychological intervention; Nursing; Health care; Teamwork; Perception; Family medicine; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004043031,0.0002139646,0.000375699,0.00005099112,0.0009434564,0.00002275391,0.0002787353,0.0002543678,0.001773068],"category_scores_gemma":[0.0004710117,0.0002140529,0.00006902976,0.0004180966,0.0001145522,0.0003453237,0.00006340742,0.001253031,0.000393177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001710108,"about_ca_system_score_gemma":0.002193453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005212699,"about_ca_topic_score_gemma":0.0007132001,"domain_scores_codex":[0.9966829,0.0009960975,0.0005774998,0.0005218049,0.0003803615,0.0008413582],"domain_scores_gemma":[0.9979264,0.000423591,0.0003399783,0.0003323139,0.000421801,0.0005559577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003182131,0.00005142389,0.1486068,0.002427913,0.00006423458,0.00002070007,0.2476186,0.00004475621,0.001558594,0.001593295,0.1623452,0.4353503],"study_design_scores_gemma":[0.001229328,0.00008778192,0.02938012,0.002645293,0.0001184529,8.033219e-7,0.07371888,0.0002695064,0.000753276,0.0003565183,0.8908911,0.0005488926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5339565,0.03088916,0.0006005916,0.3865341,0.01178131,0.001583509,0.0001523322,0.0005811315,0.03392141],"genre_scores_gemma":[0.9232203,0.001057245,0.0003800914,0.0699195,0.004227575,0.0003839808,0.00001573593,0.00007875655,0.0007168335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.728546,"threshold_uncertainty_score":0.9991394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7843936190494921,"score_gpt":0.6454486461075492,"score_spread":0.138944972941943,"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."}}