{"id":"W4284964483","doi":"10.1002/hed.27139","title":"Association of post‐treatment longitudinal symptom severity clusters with subsequent survival in oropharyngeal cancer","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Cluster (spacecraft); Longitudinal study; Retrospective cohort study; Cancer; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007800923,0.0001536129,0.0002405082,0.0006298847,0.0005027523,0.0004579816,0.0002795095,0.0001942361,0.00105996],"category_scores_gemma":[0.002739946,0.0001056348,0.000356281,0.0007085436,0.0002107924,0.000347607,0.0007865922,0.0003567339,0.0001097805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004967925,"about_ca_system_score_gemma":0.0006452528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005062719,"about_ca_topic_score_gemma":0.006687889,"domain_scores_codex":[0.9996414,0.0001136552,0.00003670446,0.00006645976,0.00005478601,0.00008695276],"domain_scores_gemma":[0.9980515,0.0003383823,0.0009554297,0.0001195697,0.0002266057,0.0003085384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001435784,0.00001801063,0.9976841,0.000006804245,0.00002408104,0.00001662001,0.00009051241,0.000102179,0.0001852696,0.00001604118,0.00007981669,0.001632991],"study_design_scores_gemma":[0.000003334787,0.00008367697,0.9990995,0.000003153118,0.00001293291,0.00007327482,0.0002082723,0.000290115,0.00008832919,0.00002856097,0.0001058019,0.000003147031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995614,0.00006367507,0.00008678527,0.00002139554,0.000001457373,0.000007554915,0.0001530994,0.000001841427,0.0001027761],"genre_scores_gemma":[0.99954,0.00002072769,0.0000783755,0.000004752357,0.000002109968,0.00000766089,0.0003123787,9.218497e-7,0.00003318029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005062719,"threshold_uncertainty_score":0.01006651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780664572418871,"score_gpt":0.3050202996656342,"score_spread":0.2772136539414455,"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."}}