{"id":"W7052442148","doi":"","title":"Scalp Reconstruction using Dermal Induction Template: State of the Art and Personal Experience.","year":2013,"lang":"en","type":"article","venue":"IRIS Research product catalog (Sapienza University of Rome)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scalp; Periosteum; Skin cancer; Mohs surgery; Patient satisfaction; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002041018,0.00007505622,0.0001108594,0.0001597289,0.0002488019,0.00001952637,0.0001871645,0.00003993783,0.00004337898],"category_scores_gemma":[0.00006972388,0.00007292347,0.0000299903,0.0004147876,0.0005895359,0.0003360312,0.000121055,0.0002381461,0.00001899403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007377571,"about_ca_system_score_gemma":0.00005506565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005334815,"about_ca_topic_score_gemma":0.00005736763,"domain_scores_codex":[0.999174,0.00004643106,0.0001150886,0.0001907338,0.000259936,0.0002138079],"domain_scores_gemma":[0.9993576,0.00005832947,0.00004467695,0.0002114581,0.0002556637,0.00007225786],"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":[0.00004018386,0.00018541,0.01712595,0.0003628875,0.0001530792,0.000006977865,0.01444393,0.006867278,0.8563861,0.0001702574,0.01549609,0.08876181],"study_design_scores_gemma":[0.001322872,0.000139565,0.3364192,0.000370799,0.00005253241,0.000334972,0.01413143,0.0689605,0.5552891,0.002118669,0.02012465,0.0007356564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987382,0.00007080761,0.0001910297,0.0002961803,0.00007766316,0.000337673,0.00004589085,0.0000210957,0.0002214394],"genre_scores_gemma":[0.9984643,0.0001239438,0.001166096,0.000001283333,0.00002283124,0.000001931829,0.000009153018,0.000007817237,0.0002026003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3192933,"threshold_uncertainty_score":0.2973733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0390789477775871,"score_gpt":0.2681260035670545,"score_spread":0.2290470557894674,"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."}}