{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02468539,0.001115246,0.000546234,0.001029054,0.003770329,0.003286122,0.003753709,0.001679097,0.003602927],"category_scores_gemma":[0.02336574,0.0005946372,0.00123657,0.001096305,0.003584197,0.00212268,0.006376179,0.002409291,0.000788305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02014112,"about_ca_system_score_gemma":0.09294339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08496363,"about_ca_topic_score_gemma":0.104807,"domain_scores_codex":[0.9815252,0.01098343,0.0005986948,0.001290142,0.00179012,0.003812366],"domain_scores_gemma":[0.9727975,0.00676237,0.001856746,0.003156669,0.006873826,0.008552905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005812539,0.0599134,0.0731645,0.003482946,0.0004424264,0.001998525,0.04737573,0.05037374,0.01547519,0.00941318,0.02210128,0.7104466],"study_design_scores_gemma":[0.02137457,0.1601316,0.2640244,0.001566809,0.001526879,0.00177982,0.1726172,0.1582984,0.06004526,0.01181496,0.1457955,0.001024654],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526649,0.0002546591,0.01803105,0.005323177,0.0001187577,0.01286045,0.0009085091,0.001282927,0.008555572],"genre_scores_gemma":[0.9203398,0.0002809503,0.06945319,0.001224828,0.00006848959,0.004053086,0.001251736,0.00009897022,0.003229051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08496363,"threshold_uncertainty_score":0.1689382,"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."}}