{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002289867,0.0002257537,0.0004200448,0.0001253702,0.002273359,0.00006654225,0.0002133469,0.0002265863,0.0008495824],"category_scores_gemma":[0.001303752,0.0002169649,0.00007320957,0.0006910702,0.00004947329,0.0006760649,0.0004632892,0.001429895,0.003560772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328607,"about_ca_system_score_gemma":0.002493612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001512596,"about_ca_topic_score_gemma":0.006987752,"domain_scores_codex":[0.9951112,0.0008456758,0.001019482,0.0006665931,0.0002763163,0.002080746],"domain_scores_gemma":[0.9924043,0.005601275,0.00042548,0.0004001876,0.0005041797,0.0006646132],"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":[0.001545255,0.00101145,0.008190646,0.001445722,0.0001387577,0.00007628683,0.0122006,0.000006687445,0.0008093239,0.01206509,0.681267,0.2812432],"study_design_scores_gemma":[0.00173665,0.0003466654,0.003015986,0.0001875675,0.00007167901,0.00001849939,0.01040788,0.0003661724,0.000005760401,0.000101869,0.9835693,0.0001719522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.229786,0.007990706,0.02444283,0.5523193,0.01697138,0.02848979,0.004657106,0.002322359,0.1330205],"genre_scores_gemma":[0.895334,0.001569711,0.003942017,0.06590207,0.003164186,0.01921331,0.0003276141,0.0001213518,0.01042572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.665548,"threshold_uncertainty_score":0.9990255,"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."}}