{"id":"W3214187658","doi":"10.1007/978-3-030-58080-3_250-1","title":"AIM and Transdermal Optical Imaging","year":2021,"lang":"en","type":"book-chapter","venue":"Artificial Intelligence in Medicine","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Transdermal; Computer science; Medicine; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002464178,0.0003807299,0.0005418491,0.000271742,0.0000410397,0.00003279744,0.0001730144,0.0002083476,0.0005602288],"category_scores_gemma":[0.0001016712,0.0003881216,0.00006039767,0.00009328644,0.0003586083,0.0001046606,0.00004802982,0.000781153,0.00006817114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082142,"about_ca_system_score_gemma":0.00002687617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003194448,"about_ca_topic_score_gemma":0.00009893718,"domain_scores_codex":[0.9982245,0.00001108592,0.0006630971,0.0004013214,0.0003293004,0.0003707213],"domain_scores_gemma":[0.999217,0.0002650371,0.00003681982,0.0002528252,0.00006471987,0.0001636458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002638595,0.00002304388,0.0002828432,0.0004318423,0.00009118954,0.00249038,0.001604299,0.001607027,0.05692424,0.2356536,0.0003019909,0.7005632],"study_design_scores_gemma":[0.0005648921,0.0005719778,0.0003112518,0.0195973,0.0006743514,0.0008710257,0.005874988,0.03818911,0.3218021,0.5620586,0.04368228,0.00580218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004780153,0.02846019,0.1497158,0.002091005,0.006114508,0.0008740608,0.00001999743,0.0005813316,0.8073629],"genre_scores_gemma":[0.9846985,0.003532987,0.001698088,0.0002152227,0.003480966,0.00002737802,0.00004255999,0.000258047,0.006046189],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9799184,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03877391683168002,"score_gpt":0.2764807149353212,"score_spread":0.2377067981036411,"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."}}