{"id":"W4415018047","doi":"10.2196/79632","title":"Effect of Mobile Augmented Reality Counseling on Improving Shared Decision-Making in Thoracic Surgery: Randomized Clinical Crossover Trial","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Augmented reality; Randomized controlled trial; mHealth; Crossover study; Quality of life (healthcare); Crossover; Mobile device","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002856626,0.001773424,0.003988696,0.0007637612,0.0009821764,0.001201165,0.001216517,0.00309226,0.008182727],"category_scores_gemma":[0.00404261,0.0008751287,0.002034768,0.0006498345,0.001358998,0.001159509,0.0008109999,0.00233545,0.0007746539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009666064,"about_ca_system_score_gemma":0.001999037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001072923,"about_ca_topic_score_gemma":0.001341353,"domain_scores_codex":[0.9976864,0.001171794,0.0002309668,0.0004452883,0.0002046233,0.0002610263],"domain_scores_gemma":[0.9975017,0.0008271877,0.0005790092,0.0002127088,0.0002070483,0.0006724552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.922987,0.06103922,0.0006426116,0.001045248,0.0008058953,0.00003658386,0.0001301578,0.0001968567,0.000986176,0.00008971235,0.0002498925,0.01179066],"study_design_scores_gemma":[0.829078,0.1679581,0.001532733,0.00005330647,0.0004831041,0.000008026166,0.0000446733,0.0003128008,0.000223682,0.0000661785,0.0002249313,0.00001453003],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736952,0.001758057,0.0007691349,0.0003326904,0.0005922109,0.02138867,0.0003680407,0.00009664679,0.000999374],"genre_scores_gemma":[0.9518723,0.001473593,0.004782928,0.0004968686,0.000491638,0.03888981,0.0002807736,0.00001231184,0.001699655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008182727,"threshold_uncertainty_score":0.02737397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04444102077572962,"score_gpt":0.4666910084699913,"score_spread":0.4222499876942617,"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."}}