{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001336826,0.000784241,0.0005551756,0.0007219783,0.0001384076,0.0003956255,0.0005251644,0.000821254,0.000523237],"category_scores_gemma":[0.001893219,0.0002593392,0.000650841,0.0002973809,0.0003691556,0.0003405223,0.0003672111,0.0006272628,0.0001502582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002964694,"about_ca_system_score_gemma":0.0002610651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001610932,"about_ca_topic_score_gemma":0.0006824092,"domain_scores_codex":[0.9996279,0.0001676257,0.00001176915,0.00006466564,0.00008465884,0.00004330347],"domain_scores_gemma":[0.9986581,0.0009491281,0.0001378342,0.0001199548,0.00008300938,0.0000520337],"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":[0.007622923,0.004277006,0.07379063,0.000318767,0.0007217792,0.001318276,0.0002471799,0.3990319,0.4169026,0.003899234,0.001567885,0.0903018],"study_design_scores_gemma":[0.00007219439,0.003523472,0.01592323,0.00001541422,0.0001305113,0.0008068873,0.00004271726,0.9423814,0.03580839,0.0007923104,0.0004243918,0.00007917442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607455,0.0008441004,0.03718659,0.0001672436,0.00002913811,0.00003820837,0.0001368232,0.00006110154,0.0007912646],"genre_scores_gemma":[0.9891744,0.0004589231,0.009836171,0.0000304492,0.00001611618,0.00002820125,0.00009682248,0.00001237846,0.0003465954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001610932,"threshold_uncertainty_score":0.007069886,"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."}}