{"id":"W4226074640","doi":"10.2196/35346","title":"The Cole Relaxation Frequency as a Parameter to Identify Cancer in Lung Tissue: Preliminary Animal and Ex Vivo Patient Studies","year":2022,"lang":"en","type":"article","venue":"JMIR Biomedical Engineering","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ex vivo; Medicine; Lung cancer; Lung; Pathology; Histopathology; In vivo; Cancer; Biology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015286,0.0001533189,0.0001637859,0.0001922163,0.0001117814,0.00002763918,0.0001319866,0.00005207229,0.00004075454],"category_scores_gemma":[0.0000837422,0.0001217705,0.00003355243,0.0008752371,0.0000386032,0.00006575277,0.0001281742,0.0003131503,0.000002984702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001824346,"about_ca_system_score_gemma":0.00001310236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003577605,"about_ca_topic_score_gemma":0.000008013796,"domain_scores_codex":[0.9988297,0.00002269346,0.0002685132,0.0002056798,0.000323399,0.0003500171],"domain_scores_gemma":[0.9995608,0.0001635423,0.00002377581,0.000112188,0.00001730744,0.0001223743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000347482,0.0003663008,0.004676969,0.001320759,0.0006066293,0.0003861692,0.01132987,0.08431616,0.5915951,0.0007231601,0.02402715,0.2803043],"study_design_scores_gemma":[0.002294601,0.006279526,0.1323213,0.0008037725,0.0001333625,0.0001327821,0.002346176,0.6715643,0.01945377,0.0006847888,0.161491,0.002494585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874396,0.01060479,0.0002018371,0.0006625094,0.000399993,0.0004750922,0.00001727307,0.0001685728,0.00003029316],"genre_scores_gemma":[0.998238,0.0003577157,0.000255104,0.00006091725,0.00006823715,0.0009683247,0.000003102685,0.00002412193,0.00002442879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5872481,"threshold_uncertainty_score":0.4965657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006766851117776643,"score_gpt":0.2791459250899043,"score_spread":0.2723790739721277,"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."}}