{"id":"W2324121882","doi":"10.1255/jnirs.1007","title":"The Utility of near Infrared Imaging in Intra-Operative Prediction of Flap Outcome: A Reverse McFarlane Skin Flap Model Study","year":2012,"lang":"en","type":"article","venue":"Journal of Near Infrared Spectroscopy","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; National Research Council Canada; National Research Council Institute for Biodiagnostics","funders":"National Research Council Canada","keywords":"Surgery; Medicine; Skin flap; Perfusion; Reconstructive surgery; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002189943,0.0003119341,0.0009990167,0.000260673,0.000168289,0.00007953845,0.0003219718,0.0001213197,0.0001027775],"category_scores_gemma":[0.0008165965,0.0002191452,0.0002795288,0.0004980782,0.0004918899,0.0006030467,0.00009935905,0.001161925,0.00000372987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000278958,"about_ca_system_score_gemma":0.0004071242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007335957,"about_ca_topic_score_gemma":0.00000703492,"domain_scores_codex":[0.99626,0.0002743282,0.001818154,0.0002352832,0.000841246,0.000571003],"domain_scores_gemma":[0.9976153,0.0002023882,0.0008066988,0.0006009241,0.0005182744,0.0002564631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00294897,0.003092231,0.842176,0.0001487501,0.0002941633,0.00007524034,0.01131174,0.0001035092,0.1282796,0.0002114025,0.01042535,0.0009331101],"study_design_scores_gemma":[0.009863107,0.005647436,0.5977742,0.0009507862,0.0008562845,0.0004042607,0.008340821,0.1056324,0.2644845,0.003609829,0.001837758,0.0005986426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882708,0.000547344,0.003659786,0.0006864771,0.0003075803,0.000821266,0.00003394024,0.00005148425,0.005621305],"genre_scores_gemma":[0.9515306,0.0001527396,0.04766523,0.0001435696,0.0001970355,0.00001184995,0.000004349651,0.00003832362,0.0002562547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2444018,"threshold_uncertainty_score":0.8936483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411402204764046,"score_gpt":0.3447735791497287,"score_spread":0.3206595571020882,"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."}}