{"id":"W2998907477","doi":"10.2106/jbjs.19.00629","title":"Fully Immersive Virtual Reality for Total Hip Arthroplasty","year":2020,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Virtual reality; Curriculum; Medicine; Osteotomy; Learning curve; Physical therapy; Duration (music); Physical medicine and rehabilitation; Surgery; Psychology; Computer science; Human–computer interaction","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":[0.000628171,0.00007926629,0.0005760556,0.00008492532,0.00004697064,0.0000130879,0.000004405302,0.00005028877,0.0001567588],"category_scores_gemma":[0.0008524419,0.00005966522,0.0003547544,0.00008369203,0.00003946671,0.00009064079,0.00001123533,0.0001612236,0.000003667805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001312241,"about_ca_system_score_gemma":0.0001031949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001837451,"about_ca_topic_score_gemma":2.307903e-7,"domain_scores_codex":[0.998931,0.00003162458,0.0006228338,0.0000916679,0.0001932983,0.0001295744],"domain_scores_gemma":[0.998666,0.0005210835,0.0003212333,0.00003962113,0.0001527997,0.0002992119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03448035,0.001239491,0.1205652,0.001247595,0.002134535,0.005212236,0.007168634,0.0009830202,0.02618851,0.002362471,0.1072735,0.6911444],"study_design_scores_gemma":[0.02585115,0.005220637,0.6922956,0.001233255,0.0008267887,0.004275521,0.00777992,0.00713735,0.005446091,0.0007670125,0.2483083,0.0008583888],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843246,0.0002807964,0.003298255,0.01133304,0.0002564141,0.00008764595,0.000006939415,0.00000793943,0.0004044094],"genre_scores_gemma":[0.9975098,0.00008298245,0.000140105,0.001626773,0.0005706707,7.173916e-7,0.00000500056,0.000008126021,0.00005584447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.690286,"threshold_uncertainty_score":0.2433077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07800170311442974,"score_gpt":0.2890523385449487,"score_spread":0.2110506354305189,"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."}}