{"id":"W2022036643","doi":"10.2302/kjm.49.80","title":"Seeing through the Stratum Corneum","year":2000,"lang":"en","type":"article","venue":"The Keio Journal of Medicine","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Stratum corneum; Staining; Vital stain; Biopsy; Melanin; Pathology; Skin biopsy; Chemistry; Dermatology; Biochemistry; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007257511,0.0001210928,0.0003532452,0.00002312853,0.0001408772,0.00001024723,0.0002482773,0.00004670043,0.004471965],"category_scores_gemma":[0.0001780953,0.00004077201,0.0001538469,0.0001776651,0.0003860465,0.00006363443,0.00001326232,0.0006050106,0.00003085814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001973706,"about_ca_system_score_gemma":0.00005558039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002077195,"about_ca_topic_score_gemma":0.000001498002,"domain_scores_codex":[0.9986478,0.0001049002,0.0004290519,0.00007705552,0.0005360281,0.0002051585],"domain_scores_gemma":[0.9989783,0.0003833375,0.0001841565,0.0002390155,0.0001010852,0.0001140869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005178564,0.000670736,0.007664015,0.000223587,0.001682739,0.004182356,0.02263361,0.0004777109,0.02043967,0.01372259,0.5748768,0.3482476],"study_design_scores_gemma":[0.005421412,0.001853353,0.03633215,0.001381773,0.0006917072,0.008389995,0.00440598,0.000076098,0.0007093334,0.007653871,0.932946,0.0001383124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6645727,0.02104632,0.00005357289,0.2395582,0.0007354092,0.000209547,9.493547e-7,0.00001821887,0.07380516],"genre_scores_gemma":[0.9800408,0.003006301,0.0000419706,0.0081934,0.003225806,7.684064e-7,7.619049e-7,0.00001278645,0.005477329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3580692,"threshold_uncertainty_score":0.9964381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02678550322026236,"score_gpt":0.296344221475782,"score_spread":0.2695587182555196,"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."}}