{"id":"W2275057657","doi":"10.3233/978-1-61499-101-4-594","title":"Estimating Rheumatoid Arthritis Activity with Infrared Image Analysis","year":2012,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Rheumatoid arthritis; Medicine; Decision tree; Internal medicine; Physical therapy; Artificial intelligence; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0008820493,0.000194057,0.0008385586,0.001518594,0.0002338533,0.000005225782,0.00007135476,0.0001568545,0.00001099235],"category_scores_gemma":[0.0005099759,0.0001462868,0.00004075088,0.0024521,0.0009426618,0.0003276231,0.0001085131,0.0005797426,0.000003713541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009941588,"about_ca_system_score_gemma":0.0000668987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001438989,"about_ca_topic_score_gemma":0.00001306807,"domain_scores_codex":[0.9984205,0.00003238418,0.0006848801,0.0001016714,0.000192632,0.0005679717],"domain_scores_gemma":[0.9989455,0.0001254182,0.0003519267,0.0003432466,0.0001193944,0.0001144711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000143228,0.000160327,0.8899363,0.002288758,0.001455468,0.00001594199,0.02279346,0.00002290779,0.00001296012,0.002582958,0.0005233646,0.08006437],"study_design_scores_gemma":[0.01618578,0.006003715,0.7728495,0.01133218,0.00078391,0.002470331,0.1537834,0.02095487,0.001159773,0.006535938,0.006270721,0.001669917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804812,0.01137935,0.00377354,0.001720527,0.0001727639,0.0005182873,0.000006523201,0.000217143,0.001730663],"genre_scores_gemma":[0.8993637,0.006580943,0.09331364,0.0006160637,0.00002903182,0.00006675929,0.000006835218,0.00001053345,0.00001248705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1309899,"threshold_uncertainty_score":0.5965403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100246703544107,"score_gpt":0.3394792691656301,"score_spread":0.3184768021301891,"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."}}