{"id":"W4214915154","doi":"10.3390/s22051955","title":"Heterogeneous Skin Phantoms for Experimental Validation of Microwave-Based Diagnostic Tools","year":2022,"lang":"en","type":"article","venue":"Sensors","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microwave; Microwave imaging; Biomedical engineering; Basal cell carcinoma; Computer science; Imaging phantom; Medical imaging; Dielectric; Medical physics; Materials science; Radiology; Medicine; Artificial intelligence; Basal cell; Optoelectronics; Pathology","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":[0.002022912,0.0009570696,0.0003725384,0.0009370039,0.0002601743,0.0003968326,0.0006783039,0.0006718737,0.002641751],"category_scores_gemma":[0.002035499,0.0003164001,0.0002826053,0.0006510423,0.000537842,0.0003765013,0.0005176549,0.0005313524,0.0004993289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002945935,"about_ca_system_score_gemma":0.0003294444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004283636,"about_ca_topic_score_gemma":0.0005336089,"domain_scores_codex":[0.9991323,0.0003641849,0.00007083637,0.0001595221,0.0001988653,0.00007416357],"domain_scores_gemma":[0.9984603,0.0006931903,0.0002203136,0.0003366694,0.0002135255,0.0000760216],"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":[0.0002364098,0.000156959,0.0003400888,0.0001474614,0.00001266378,0.0001387958,0.00007276613,0.002470006,0.9919525,0.0006962689,0.0001817536,0.003594406],"study_design_scores_gemma":[0.00004019701,0.001047337,0.001655587,0.00003838692,0.00004546728,0.0005167025,0.00007104757,0.008110878,0.9831055,0.0002830235,0.005062987,0.00002297328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4889008,0.003359507,0.498703,0.0002658267,0.0002807105,0.001887801,0.00155537,0.001163871,0.003883202],"genre_scores_gemma":[0.740974,0.002688366,0.2493945,0.0002475063,0.00004732411,0.002214549,0.001516436,0.0001853722,0.002731888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002641751,"threshold_uncertainty_score":0.01069826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454111099449331,"score_gpt":0.2328722333712471,"score_spread":0.2183311223767538,"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."}}