{"id":"W2681850357","doi":"10.1109/ccece.2017.7946591","title":"Portable high-frequency device for cosmetic and clinical fingernail assessment","year":2017,"lang":"en","type":"article","venue":"","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Certification; Computer science; Medical device; Field (mathematics); Software; Medical physics; Ultrasonic sensor; Medicine; Biomedical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008091253,0.0007023323,0.0006174622,0.0007235535,0.0002198857,0.0005412122,0.001365854,0.001390715,0.01755692],"category_scores_gemma":[0.001801468,0.0004114535,0.0005383629,0.000518363,0.0002934086,0.0006586544,0.0006471762,0.0006874419,0.004543656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001923878,"about_ca_system_score_gemma":0.0003309169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002845367,"about_ca_topic_score_gemma":0.0004222212,"domain_scores_codex":[0.9993931,0.0001299862,0.00003474686,0.0001401379,0.0002704841,0.00003156065],"domain_scores_gemma":[0.998811,0.0005480827,0.0001039919,0.0002001797,0.00026701,0.00006970297],"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":[0.0009574189,0.0002862773,0.005365925,0.0008821965,0.00005719411,0.0007462084,0.0002002983,0.0006667063,0.6037459,0.001541682,0.01103401,0.3745161],"study_design_scores_gemma":[0.0005907519,0.008099231,0.07097299,0.0006363468,0.0006487836,0.02943211,0.0005658031,0.03848889,0.6344789,0.004557388,0.2109734,0.0005553243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08754135,0.004639713,0.8720611,0.001219102,0.001189393,0.001782822,0.002021396,0.01405424,0.01549086],"genre_scores_gemma":[0.3832818,0.002611845,0.5803886,0.001623532,0.0005282182,0.001346251,0.0009993634,0.0007948051,0.0284255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01755692,"threshold_uncertainty_score":0.0587337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03783823357840958,"score_gpt":0.4610315239574582,"score_spread":0.4231932903790486,"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."}}