{"id":"W4406669666","doi":"10.1002/lio2.70081","title":"Smartphone Thermal Imaging as an Adjunct to Identify Free Flap Perforators and Assisting Flap Design: A Pilot Study","year":2025,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University Health Network; University of Ottawa; University of Toronto","funders":"","keywords":"Medicine; Free flap; Head and neck; Surgery; Thoracodorsal artery; Ultrasound; Doppler effect; Nuclear medicine; Radiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001637748,0.0005700571,0.001069464,0.0007297533,0.0004601189,0.0001162638,0.0003878628,0.0001467205,0.0001494187],"category_scores_gemma":[0.00160387,0.0005269265,0.0001156297,0.0009299268,0.0009707006,0.0005381473,0.0005327194,0.0007299361,0.00005163889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001377978,"about_ca_system_score_gemma":0.0005158709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000594325,"about_ca_topic_score_gemma":0.000145106,"domain_scores_codex":[0.9958024,0.001329413,0.0006991694,0.001195524,0.0002881848,0.0006853323],"domain_scores_gemma":[0.9976472,0.0003397571,0.0001961608,0.00094316,0.0003579249,0.0005157846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004872023,0.0004658341,0.5163266,0.00008569506,0.0003795438,0.00035909,0.001008458,0.000001603577,0.4773749,0.0004903126,0.0006549167,0.002365774],"study_design_scores_gemma":[0.002572687,0.004054949,0.7305738,0.0004625434,0.0003847312,0.0003638682,0.001281983,0.0001338275,0.2564102,0.002741709,0.0004980131,0.0005217892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884687,0.0005825866,0.003779834,0.0009433929,0.0003786867,0.00288029,0.000012104,0.0003260839,0.002628308],"genre_scores_gemma":[0.9766987,0.0000164753,0.01800084,0.004278291,0.0001156428,0.0004490797,0.00002736527,0.00007434666,0.0003392369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2209648,"threshold_uncertainty_score":0.9997182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03318063574831737,"score_gpt":0.3283056252301898,"score_spread":0.2951249894818724,"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."}}