{"id":"W2093174411","doi":"10.1016/j.jclinepi.2009.01.005","title":"Walter O. Spitzer: measure developer, prophet, and mentor","year":2009,"lang":"en","type":"article","venue":"Journal of Clinical Epidemiology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; William Osler Health System","funders":"National Cancer Institute","keywords":"Scopus; Psychology; Construct (python library); Gerontology; Quality of life (healthcare); Library science; MEDLINE; Medical education; Medicine; Family medicine; Computer science; Political science","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":[0.01436094,0.001054947,0.001012633,0.004151626,0.0008082519,0.002275527,0.00140324,0.002505533,0.07074334],"category_scores_gemma":[0.08944967,0.000841778,0.0005212034,0.001933922,0.001307001,0.002249319,0.001274638,0.005138931,0.03491303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009158751,"about_ca_system_score_gemma":0.004909744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005099782,"about_ca_topic_score_gemma":0.007298938,"domain_scores_codex":[0.9921185,0.002612636,0.0007711641,0.0006182388,0.00366608,0.0002133912],"domain_scores_gemma":[0.9334784,0.03082605,0.002888653,0.002241128,0.02002892,0.01053683],"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":[0.00009827592,0.00006243337,0.001706632,0.0002448658,0.00002064632,0.0002548904,0.0002916561,0.0001029828,0.000255063,0.002010308,0.7524895,0.2424628],"study_design_scores_gemma":[0.0001729396,0.0002023235,0.0061079,0.001396425,0.00005846024,0.002410087,0.0008326699,0.001582871,0.001675634,0.006674647,0.9787523,0.0001336604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002800836,0.03519923,0.06436311,0.779375,0.06472262,0.0007759418,0.001783772,0.006932184,0.04404733],"genre_scores_gemma":[0.07451547,0.075058,0.1341842,0.1629962,0.03712579,0.002099931,0.001180593,0.008654063,0.5041857],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07074334,"threshold_uncertainty_score":0.2366601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5734340837379728,"score_gpt":0.6031540992639196,"score_spread":0.02972001552594683,"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."}}