{"id":"W6884788299","doi":"10.1255/1007","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":"NPARC","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Skin flap; Blood supply; Reconstructive surgery; Near-infrared spectroscopy; Medical imaging; Optical imaging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001486289,0.0008142033,0.0005507234,0.0008609934,0.0001390054,0.0004170221,0.0005290476,0.0008052322,0.0005988773],"category_scores_gemma":[0.002079082,0.0002699775,0.0006936339,0.0003221977,0.0003893846,0.000346249,0.0003976378,0.0006199662,0.0001776748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139581,"about_ca_system_score_gemma":0.0002538776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735675,"about_ca_topic_score_gemma":0.0007012759,"domain_scores_codex":[0.999604,0.0001852167,0.00001253726,0.00006903278,0.0000859908,0.00004318886],"domain_scores_gemma":[0.9985265,0.001060273,0.0001482783,0.0001290878,0.00008319061,0.0000526702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00807872,0.00422248,0.0903434,0.0003635503,0.000840065,0.001409563,0.0002684783,0.4632924,0.314721,0.004231649,0.001891385,0.1103373],"study_design_scores_gemma":[0.00006937539,0.002874894,0.01667546,0.00001597612,0.0001272386,0.0008092452,0.00003628608,0.9523149,0.02578644,0.0008025292,0.000414943,0.00007277352],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532838,0.0009209302,0.04428028,0.0001841727,0.00003119457,0.00004793269,0.0001669909,0.00007970819,0.001004928],"genre_scores_gemma":[0.9880022,0.0004493139,0.01096439,0.00002851604,0.00001763967,0.00002996803,0.0001100994,0.00001492662,0.0003828608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001735675,"threshold_uncertainty_score":0.007860303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362940736252369,"score_gpt":0.2975134613721193,"score_spread":0.2738840540095956,"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."}}