{"id":"W2584946974","doi":"10.3390/s17020280","title":"A Versatile and Reproducible Multi-Frequency Electrical Impedance Tomography System","year":2017,"lang":"en","type":"article","venue":"Sensors","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Medical Research Council; Medical Research Council Canada","keywords":"Electrical impedance tomography; Resistor; Electrical impedance; Computer science; Current source; Software; Electrode; Voltage source; Voltage; Bandwidth (computing); Electronic engineering; Computer hardware; Materials science; Biomedical engineering; Electrical engineering; Physics; Engineering; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001564353,0.0001964757,0.0002360856,0.0001447884,0.0002873835,0.0001079958,0.0002388072,0.0001047963,0.000005058624],"category_scores_gemma":[0.00007894228,0.0001731569,0.0001044472,0.0002612702,0.0001048917,0.0001307085,0.00003100852,0.0002223929,0.00002717682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003360278,"about_ca_system_score_gemma":0.000008817144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009239811,"about_ca_topic_score_gemma":0.0000194881,"domain_scores_codex":[0.9987928,0.00002231116,0.000197832,0.0004026199,0.0001549026,0.0004295148],"domain_scores_gemma":[0.9989961,0.00003294421,0.00005777218,0.0007335457,0.0000408146,0.000138782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001957879,0.0003971992,0.5143074,0.002189947,0.001063888,0.0007170266,0.0017412,0.001491964,0.2217809,0.01255024,0.00761755,0.2359469],"study_design_scores_gemma":[0.00391337,0.0006942131,0.5232182,0.0004170894,0.0002506035,0.0003512687,0.000291421,0.3670948,0.09369309,0.001015995,0.006307273,0.002752674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909892,0.002306245,0.0001330887,0.0000771943,0.0002694791,0.0002077828,0.00000986655,0.0006097095,0.005397425],"genre_scores_gemma":[0.9973605,0.0002498666,0.002060191,0.00001345323,0.0001387693,0.00001613982,0.000001772601,0.00002936593,0.0001299533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3656029,"threshold_uncertainty_score":0.7061133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114742461904986,"score_gpt":0.2200477197013598,"score_spread":0.20890029508231,"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."}}