{"id":"W4255976606","doi":"10.1038/labinvest.2008.141","title":"Head & Neck","year":2009,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Dupuytren's Contracture and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Anatomy; Head and neck; Medicine; Surgery","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":[0.0000562375,0.000115894,0.0001492149,0.000061766,0.00005540501,0.00002071274,0.00003199847,0.00008535598,0.0000763686],"category_scores_gemma":[0.00007332729,0.00009728728,0.00003219457,0.0002630819,0.00003587158,0.0001624258,0.000003218096,0.0001055513,0.0003489065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005529197,"about_ca_system_score_gemma":0.0001273393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008739768,"about_ca_topic_score_gemma":0.00001905899,"domain_scores_codex":[0.9993368,0.00002525759,0.0001512001,0.0001718459,0.0001699801,0.0001449035],"domain_scores_gemma":[0.9993914,0.00001264933,0.00005656068,0.000241134,0.0001174556,0.0001807801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003856736,0.0009745148,0.5102079,0.0001186409,0.0003026774,0.0003034764,0.002754743,0.00002521537,0.3313734,0.01703757,0.0753217,0.06119453],"study_design_scores_gemma":[0.002253261,0.0003726653,0.7940365,0.0001237102,0.0001533652,0.00001626298,0.00001746511,0.00002074669,0.03485619,0.005194433,0.1627601,0.0001953063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897642,0.0002547152,0.00003018961,0.004781305,0.0001174817,0.0001951965,0.000008898473,0.0001425208,0.004705517],"genre_scores_gemma":[0.9861417,0.00001011926,0.002360832,0.01013623,0.0001924801,0.0000072901,0.0001705411,0.00001003804,0.0009707395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2965172,"threshold_uncertainty_score":0.4484604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098744484130591,"score_gpt":0.2998203965652546,"score_spread":0.2788329517239486,"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."}}