{"id":"W4402985536","doi":"10.1200/op.2024.20.10_suppl.225","title":"Pilot to scale: Implementing a digital triage solution across a large comprehensive cancer centre.","year":2024,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"Princess Margaret Cancer Foundation","keywords":"Triage; Scale (ratio); Cancer; Computer science; Medical emergency; Medicine; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01286607,0.0009057485,0.0003156713,0.0008748327,0.001726635,0.001757635,0.001973129,0.001017515,0.004998138],"category_scores_gemma":[0.01427591,0.0005453504,0.0006029159,0.0006060408,0.001169379,0.001463539,0.002745493,0.001551071,0.001153589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003564402,"about_ca_system_score_gemma":0.0106988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01323723,"about_ca_topic_score_gemma":0.01613972,"domain_scores_codex":[0.9925453,0.004028512,0.0004556818,0.0004978824,0.0008426952,0.0016299],"domain_scores_gemma":[0.986579,0.003041549,0.000957724,0.001594459,0.00404048,0.003786813],"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":[0.00573386,0.09968545,0.1574656,0.003375713,0.0002837167,0.003605147,0.02972861,0.008463039,0.038605,0.001789382,0.0219817,0.6292828],"study_design_scores_gemma":[0.009591655,0.3731491,0.416672,0.0008942256,0.0004475891,0.002075503,0.05637332,0.021386,0.03401955,0.00129628,0.08373793,0.0003569002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417297,0.0001036316,0.01137066,0.001414507,0.0001137238,0.03859168,0.0009147734,0.0009463946,0.004814962],"genre_scores_gemma":[0.8780573,0.0002037557,0.09362156,0.001547345,0.00008246223,0.02163983,0.001374877,0.0001403758,0.003332475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01323723,"threshold_uncertainty_score":0.06804305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110870216642822,"score_gpt":0.5670530957434926,"score_spread":0.4561828791006706,"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."}}