{"id":"W4386943803","doi":"","title":"Using a Discrete-Choice Experiment in a Decision Aid to Nudge Patients Towards Value-Concordant Treatment Choices in Rheumatoid Arthritis: A Proof-of-Concept Study","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rheumatoid arthritis; Value (mathematics); Proof of concept; Medicine; Physical therapy; Nudge theory; Computer science; Psychology; Immunology; Social psychology; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05638194,0.002899453,0.003360834,0.0008489269,0.001479338,0.002835883,0.002814416,0.005182163,0.01219018],"category_scores_gemma":[0.08533178,0.001751506,0.003534012,0.0006755283,0.003894921,0.003375415,0.002404477,0.006571306,0.00133087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001525608,"about_ca_system_score_gemma":0.005130627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00047851,"about_ca_topic_score_gemma":0.0003978812,"domain_scores_codex":[0.9568311,0.03561489,0.001879989,0.00216942,0.002543948,0.0009606836],"domain_scores_gemma":[0.8155191,0.1656299,0.007481357,0.005028744,0.003062393,0.003278548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4618869,0.3700847,0.00414922,0.00579587,0.002323117,0.0002181769,0.004161183,0.01265601,0.007432515,0.009811845,0.0022092,0.1192714],"study_design_scores_gemma":[0.4411314,0.4963782,0.002830472,0.0007101789,0.001648683,0.00009868192,0.0006256686,0.03510009,0.006158344,0.01010587,0.004950499,0.0002618765],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8540828,0.00101059,0.05815798,0.002167396,0.002624138,0.0758493,0.0008955451,0.0002942792,0.004917942],"genre_scores_gemma":[0.7214431,0.0006985783,0.1614828,0.00204432,0.0008347948,0.110921,0.0002468945,0.00005342408,0.002275028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05638194,"threshold_uncertainty_score":0.2981797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7267299249265989,"score_gpt":0.6857658372684308,"score_spread":0.04096408765816817,"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."}}