{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007268915,0.0001689953,0.0004553573,0.0003129005,0.00008732047,0.00001132366,0.0000333213,0.00007472836,0.00002693231],"category_scores_gemma":[0.0007694526,0.0001260853,0.00004551939,0.0003331367,0.0003498627,0.00007803688,0.00002864248,0.0002287738,0.000001070013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007804079,"about_ca_system_score_gemma":0.00006070351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007912516,"about_ca_topic_score_gemma":0.0001337258,"domain_scores_codex":[0.9987731,0.00005377692,0.0002581496,0.0003692948,0.0002042705,0.0003413917],"domain_scores_gemma":[0.9979384,0.001679876,0.00002790762,0.0001541662,0.00004293818,0.0001567127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005080205,0.0001717629,0.03135734,0.004261196,0.000200528,0.001198422,0.003414843,0.000001758746,0.8324493,0.00007625509,0.0150954,0.106693],"study_design_scores_gemma":[0.02993377,0.005757004,0.3698118,0.01853042,0.001207291,0.00200649,0.004935821,0.3707346,0.131557,0.002391099,0.06077469,0.002360039],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830397,0.01291321,0.0001323703,0.002727846,0.0002946003,0.000606976,0.00001341782,0.00008030947,0.000191557],"genre_scores_gemma":[0.99501,0.003204803,0.00006105158,0.0002897875,0.0002088602,0.0001118781,0.00001965213,0.00002486697,0.001069101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7008922,"threshold_uncertainty_score":0.5141611,"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."}}