{"id":"W3034059534","doi":"10.1002/9781119389231.ch9","title":"Early Diagnosis of Lung Cancer","year":2020,"lang":"de","type":"other","venue":"","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Autofluorescence; Lung cancer; Optical coherence tomography; Pathology; Raman spectroscopy; Medicine; White light; Radiology; Bronchoscopy; Materials science; Nuclear medicine; Optics; Fluorescence; Optoelectronics; Physics","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":[0.0004396976,0.0004045951,0.0004479183,0.001412397,0.0002383148,0.0008361544,0.0003567369,0.0005897302,0.008478225],"category_scores_gemma":[0.0006518395,0.0001731531,0.0003318761,0.0005882784,0.0002016276,0.0003781451,0.0004060188,0.0006849996,0.004244716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004173962,"about_ca_system_score_gemma":0.0004352267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001447281,"about_ca_topic_score_gemma":0.003043468,"domain_scores_codex":[0.9997284,0.00003756339,0.00001548766,0.00004628292,0.0001240717,0.00004824219],"domain_scores_gemma":[0.9997476,0.0000810919,0.00004052208,0.00001637277,0.00007543639,0.00003902821],"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":[0.000807033,0.0002440556,0.06186026,0.001801902,0.0000682828,0.002807003,0.0001424096,0.0002374839,0.08959915,0.002234342,0.03095713,0.8092408],"study_design_scores_gemma":[0.0001593436,0.001690001,0.2123847,0.001624191,0.0005353501,0.04312547,0.0005236399,0.005433081,0.1990256,0.00505455,0.5302803,0.0001637706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.2999182,0.3738298,0.07517734,0.009949399,0.003271933,0.001158578,0.009010382,0.004213849,0.2234705],"genre_scores_gemma":[0.7581235,0.09639906,0.05787421,0.003033354,0.001449762,0.00025769,0.004372422,0.0001327119,0.07835712],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008478225,"threshold_uncertainty_score":0.02836251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006624691081118932,"score_gpt":0.2243077116765798,"score_spread":0.2176830205954609,"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."}}