{"id":"W2791952313","doi":"10.3747/co.25.3719","title":"Regional Process Redesign of Lung Cancer Care: A Learning Health System Pilot Project","year":2018,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Operationalization; Referral; Triage; Medicine; Health care; Process management; Best practice; Medical education; Operations management; Medical emergency; Nursing; Business; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003672777,0.0001333612,0.0004758076,0.0001154209,0.0001357242,0.000005242104,0.0001169481,0.00006805075,0.00003374313],"category_scores_gemma":[0.00008223234,0.0001135675,0.00005897692,0.0003178618,0.000170788,0.00005433991,0.00003319534,0.0003048311,0.000005870816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082633,"about_ca_system_score_gemma":0.003000611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007328865,"about_ca_topic_score_gemma":0.0001895783,"domain_scores_codex":[0.9984789,0.0001594796,0.0003784382,0.000306103,0.0003244948,0.0003526152],"domain_scores_gemma":[0.9987497,0.00004458551,0.0003323681,0.0001485741,0.0006055138,0.0001192514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006744068,0.0007481435,0.5309584,0.01728988,0.0003214304,0.00007314413,0.03652004,0.0001078989,0.001132494,0.002227607,0.1217581,0.2821188],"study_design_scores_gemma":[0.01487091,0.05644687,0.0437629,0.02324368,0.0008684875,0.001115893,0.05061573,0.01097808,0.002305615,0.00005216406,0.7946127,0.001126975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8987455,0.07256413,0.002556685,0.00357205,0.003546895,0.003230961,0.00002829525,0.000361763,0.01539374],"genre_scores_gemma":[0.9980105,0.0003299463,0.0002711651,0.0002054861,0.0009262543,0.0001506315,0.00001934459,0.00001524368,0.00007141425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6728546,"threshold_uncertainty_score":0.5322955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.330272868563815,"score_gpt":0.5261906132746419,"score_spread":0.1959177447108268,"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."}}