{"id":"W4391842982","doi":"10.1002/lsm.23761","title":"Time‐resolved fluorescence and diffuse reflectance for lung squamous carcinoma margin detection","year":2024,"lang":"en","type":"article","venue":"Lasers in Surgery and Medicine","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; McMaster University","funders":"","keywords":"Pathology; Lung cancer; Lung; Medicine; Surgical margin; Carcinoma; Basal cell; 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":[0.0006048828,0.0002322575,0.0001990202,0.0005096445,0.0001462541,0.0002376516,0.0002850634,0.0005006078,0.001051054],"category_scores_gemma":[0.0005278116,0.0001616466,0.0002286706,0.0001991913,0.0001882984,0.0003794867,0.000223807,0.0003845275,0.0002845215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261476,"about_ca_system_score_gemma":0.0001803391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003400304,"about_ca_topic_score_gemma":0.0006552201,"domain_scores_codex":[0.9997684,0.00006751803,0.00000794388,0.00006530773,0.00006842514,0.00002230733],"domain_scores_gemma":[0.9997445,0.0001090794,0.00005698495,0.00001972673,0.00004400417,0.00002580212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003387975,0.00005181886,0.003458546,0.00008472676,0.00001076992,0.00004949629,0.00003096737,0.00022345,0.9805325,0.00009725232,0.00005894878,0.01506284],"study_design_scores_gemma":[0.00003890924,0.001296275,0.02195712,0.00001940158,0.00007016231,0.001291655,0.0001155256,0.01434854,0.9594033,0.0001554032,0.001270714,0.00003311952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387767,0.005061751,0.05433889,0.000124081,0.00002926149,0.00005698095,0.0001066417,0.0002079781,0.001297739],"genre_scores_gemma":[0.9457914,0.0009077319,0.05203224,0.00007310823,0.00001167694,0.00005039484,0.00006798513,0.00001707504,0.001048295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001051054,"threshold_uncertainty_score":0.003516197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192996961957824,"score_gpt":0.3092502266333746,"score_spread":0.2899505304375922,"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."}}