{"id":"W1505708219","doi":"10.1097/jto.0b013e3181914506","title":"Detection and Localization of Intraepithelial Neoplasia and Invasive Carcinoma Using Fluorescence-Reflectance Bronchoscopy: An International, Multicenter Clinical Trial","year":2009,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute","keywords":"Medicine; Bronchoscopy; Radiology; Carcinoma in situ; Stage (stratigraphy); Dysplasia; Intraepithelial neoplasia; Lung cancer; Atypia; Sputum; Autofluorescence; Pathology; Carcinoma; Cancer; Internal medicine","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":[0.01199392,0.004599652,0.005239943,0.0007878449,0.001555991,0.002684543,0.002180255,0.005139182,0.003729996],"category_scores_gemma":[0.007962828,0.002237568,0.003627218,0.001545464,0.005703135,0.004139976,0.001278643,0.006350549,0.0009957724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250725,"about_ca_system_score_gemma":0.00193092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001770022,"about_ca_topic_score_gemma":0.001480214,"domain_scores_codex":[0.9939318,0.003783694,0.0002630239,0.0012111,0.0003436563,0.0004667689],"domain_scores_gemma":[0.9917154,0.003130195,0.001760117,0.001054138,0.0005498221,0.001790358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9750051,0.009351184,0.008167865,0.0001847714,0.001146804,0.00004969552,0.000166328,0.0001967266,0.001459155,0.00005046281,0.0001878137,0.004034058],"study_design_scores_gemma":[0.659743,0.3057985,0.02680396,0.00007407537,0.003902513,0.0001988965,0.0002545856,0.000690299,0.001462948,0.0001766958,0.0007881609,0.0001064291],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947758,0.001994749,0.0004909605,0.0003193224,0.0001597696,0.0011407,0.0003950988,0.00002396191,0.0006996835],"genre_scores_gemma":[0.9924226,0.001582292,0.001203808,0.0006381439,0.0005595693,0.001445863,0.001008308,0.00002625926,0.00111313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01199392,"threshold_uncertainty_score":0.06343067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06132612809831663,"score_gpt":0.4872373348481143,"score_spread":0.4259112067497977,"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."}}