{"id":"W1500073323","doi":"10.1088/0967-3334/36/6/1067","title":"Why is EIT so hard, and what are we doing about it?","year":2015,"lang":"en","type":"editorial","venue":"Physiological Measurement","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Electrical impedance tomography; Library science; Engineering physics; Engineering; Electrical engineering; Computer science; Electrical impedance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004716025,0.0006084979,0.0008257708,0.0001015972,0.0001285998,0.0003802218,0.0003631831,0.0007917539,0.00006437524],"category_scores_gemma":[0.0001485467,0.0004303922,0.0002434026,0.000277686,0.0001246601,0.0002492844,0.0001107074,0.001085528,0.00005118016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187988,"about_ca_system_score_gemma":0.00005300533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738131,"about_ca_topic_score_gemma":0.00001688476,"domain_scores_codex":[0.9965973,0.00008755147,0.0004227386,0.0006852421,0.00154156,0.0006656474],"domain_scores_gemma":[0.9986708,0.0001140001,0.0001234768,0.0003540804,0.0004366875,0.0003009923],"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":[0.00003019727,0.00005721177,0.000003173698,0.0003209371,0.000146599,0.000006375612,0.00005378305,0.00005462515,0.003815573,0.000002248125,0.9792312,0.01627802],"study_design_scores_gemma":[0.0003921183,0.0002455339,0.00008436659,0.001017499,0.0000826449,6.742855e-7,0.00004524049,0.0001631395,0.0005591125,0.0006610567,0.99612,0.0006285532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001195558,0.2159011,0.0003371081,0.00244058,0.777227,0.0009528082,0.0001545318,0.001072517,0.0007187841],"genre_scores_gemma":[0.01938955,0.1448188,0.0005560343,0.001729976,0.8328205,0.0003010958,0.0001340862,0.0001605127,0.00008953267],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0710823,"threshold_uncertainty_score":0.9998148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05553503421014208,"score_gpt":0.2522186562199419,"score_spread":0.1966836220097998,"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."}}