{"id":"W4403270698","doi":"10.2196/54389","title":"Pulmonary and Physical Virtual Reality Exercises for Patients With Blunt Chest Trauma: Randomized Clinical Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Blunt; Randomized controlled trial; Medicine; Physical therapy; Surgery; Computer science; World Wide Web","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":[0.003087572,0.001527974,0.00430079,0.0007429732,0.0005352686,0.001224362,0.001206332,0.002697089,0.0103651],"category_scores_gemma":[0.004064081,0.0007467485,0.002405785,0.0008159621,0.001508299,0.001093123,0.000722133,0.001979788,0.0009388751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000716795,"about_ca_system_score_gemma":0.002091565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008207588,"about_ca_topic_score_gemma":0.001384042,"domain_scores_codex":[0.9980563,0.001201374,0.0001794063,0.0002346937,0.0001242686,0.0002040536],"domain_scores_gemma":[0.9975933,0.001019874,0.0005428759,0.0001865499,0.0001735026,0.000483845],"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":[0.9786075,0.0107975,0.0002529598,0.001143518,0.0005524391,0.00003293881,0.00003402001,0.0001384039,0.0006105695,0.0000740582,0.0001912918,0.007564804],"study_design_scores_gemma":[0.9371544,0.06168398,0.0004203263,0.00004548963,0.0002526519,0.00001004806,0.00001540836,0.0001194391,0.00007098543,0.00004518076,0.0001763661,0.000005699193],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497029,0.009684022,0.001594277,0.001119907,0.0013475,0.03309203,0.001123367,0.0001610267,0.002174911],"genre_scores_gemma":[0.9235404,0.006142106,0.004521663,0.001380318,0.001233566,0.05939031,0.0007758288,0.00001742621,0.002998325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0103651,"threshold_uncertainty_score":0.0346747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101764788728101,"score_gpt":0.3496069945019818,"score_spread":0.3185893466147008,"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."}}