{"id":"W3160230025","doi":"10.21037/jtd-21-141","title":"Pilot study using virtual 4-D tracking electromagnetic navigation bronchoscopy in the diagnosis of pulmonary nodules: a single center prospective study","year":2021,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; University Health Network; Toronto General Hospital","funders":"","keywords":"Medicine; Bronchoscopy; Radiology; Center (category theory); Tracking (education); Prospective cohort study; Medical physics; Surgery","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":[0.006619386,0.001052401,0.001321624,0.0005848728,0.0009286003,0.0007673293,0.0005637928,0.0009939304,0.001966184],"category_scores_gemma":[0.004175194,0.0006826232,0.0009783976,0.0005776456,0.00103554,0.001189038,0.0006576797,0.0008226791,0.0007274626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003557809,"about_ca_system_score_gemma":0.001117683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008637033,"about_ca_topic_score_gemma":0.001071595,"domain_scores_codex":[0.9968675,0.001815793,0.0002301381,0.0005365179,0.0002907208,0.0002593946],"domain_scores_gemma":[0.9945614,0.001623241,0.0007486425,0.0007639821,0.0009362058,0.001366645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07503702,0.06790887,0.8130826,0.0004411259,0.0007424443,0.001961269,0.002745928,0.0003222023,0.01544105,0.000117659,0.0004297502,0.02176996],"study_design_scores_gemma":[0.009537162,0.5358713,0.4465815,0.00005021557,0.000721881,0.0017506,0.001332911,0.001074273,0.001726039,0.00008281226,0.001188348,0.00008304454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984568,0.0001951715,0.0004898885,0.00002016887,0.0000161748,0.0005377283,0.00005512408,0.000006931522,0.0002220372],"genre_scores_gemma":[0.9975654,0.0001517467,0.001254683,0.0001123974,0.00006041429,0.0005121835,0.0001635781,0.000006772143,0.0001729061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006619386,"threshold_uncertainty_score":0.03500706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03810743804641475,"score_gpt":0.3602887350005388,"score_spread":0.3221812969541241,"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."}}