{"id":"W3167277300","doi":"10.1177/02692163211019302","title":"Development and validation of a prediction model of poor performance status and severe symptoms over time in cancer patients (PROVIEW+)","year":2021,"lang":"en","type":"article","venue":"Palliative Medicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; University of Ottawa; Wilfrid Laurier University; Bruyère; McMaster University; Alberta Health Services; Ottawa Hospital; University of Calgary; Institute for Clinical Evaluative Sciences","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Performance status; Logistic regression; Lung cancer; Cancer; Depression (economics); Population; Breast cancer; Palliative care; Cohort; Retrospective cohort study; Internal medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003947868,0.0006495369,0.0004775506,0.0008572895,0.0003497175,0.001040014,0.0008773875,0.0004449276,0.001434851],"category_scores_gemma":[0.009756934,0.0002685497,0.0007476335,0.0004560359,0.0002407207,0.0003278827,0.000774843,0.0006559344,0.0003448136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171819,"about_ca_system_score_gemma":0.002523001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07515101,"about_ca_topic_score_gemma":0.05681552,"domain_scores_codex":[0.9993047,0.0003141027,0.00003966926,0.0001586645,0.0001075737,0.00007539047],"domain_scores_gemma":[0.9962952,0.002301843,0.0004234142,0.0001690173,0.0006521415,0.000158427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006928571,0.0003419534,0.8987166,0.00006932473,0.0002881655,0.0001195787,0.0001814654,0.04727255,0.0003977327,0.0004703112,0.005645763,0.04580374],"study_design_scores_gemma":[0.0002044775,0.0006319655,0.2558143,0.00009416388,0.0002378808,0.0002049626,0.0002472083,0.7386584,0.0006056324,0.001176324,0.002086448,0.00003824018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966966,0.0001808857,0.02459841,0.0007440635,0.00004993241,0.0003711264,0.00464668,0.0004954759,0.001947443],"genre_scores_gemma":[0.9845844,0.00006113399,0.01050834,0.00008425981,0.00002212332,0.0001733962,0.003832533,0.00002068607,0.0007131141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07515101,"threshold_uncertainty_score":0.1494272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064189692337629,"score_gpt":0.2782868921133122,"score_spread":0.2576449951899359,"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."}}