{"id":"W3029288695","doi":"10.1097/prs.0000000000007057","title":"Development of a Patient-Based Goniometric System for the Assessment of Contracture Conditions in Dupuytren’s Disease","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Dupuytren's Contracture and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic","funders":"","keywords":"Goniometer; Medicine; Physical therapy; Dupuytren's contracture; Contracture; Physical medicine and rehabilitation; Surgery; Mathematics","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":[0.0001425859,0.0002114206,0.0006881449,0.0004071079,0.00006725772,0.000008396205,0.000061566,0.00006768815,0.00006420395],"category_scores_gemma":[0.001100514,0.000142597,0.0002399561,0.0005707734,0.0001254543,0.0000605857,0.0000160152,0.0001375997,0.000002130178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820855,"about_ca_system_score_gemma":0.001118128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008072893,"about_ca_topic_score_gemma":0.00001008309,"domain_scores_codex":[0.9983941,0.00005583194,0.0007395884,0.0002785833,0.0002958541,0.0002360445],"domain_scores_gemma":[0.992595,0.006378154,0.0004429428,0.0001715206,0.0002085495,0.0002038616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001833622,0.0008579518,0.9492406,0.001688104,0.001279863,0.000116496,0.0005678977,0.0003752281,0.001057224,0.0005694141,0.0001203246,0.04229333],"study_design_scores_gemma":[0.003512078,0.000154169,0.9837126,0.000935831,0.000746533,0.00001499371,0.001168661,0.003019184,0.005974367,0.00002044213,0.0005301667,0.0002110172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927201,0.00027511,0.004515986,0.0002594749,0.0004903209,0.001045828,0.0005316738,0.00002654045,0.0001349499],"genre_scores_gemma":[0.9971693,0.000004030202,0.002260338,0.00008528309,0.0000349578,0.0002591055,0.0001661011,0.00001813669,0.000002728544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04208231,"threshold_uncertainty_score":0.5814939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02140710474115153,"score_gpt":0.2709470279321469,"score_spread":0.2495399231909954,"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."}}