{"id":"W2266036413","doi":"10.5435/00124635-200301000-00007","title":"Advances in the Management of Humeral Nonunion","year":2003,"lang":"en","type":"review","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; St. Michael's Hospital","funders":"","keywords":"Medicine; Nonunion; Elbow; Pseudarthrosis; Surgery; Humerus; Soft tissue; Arthroplasty; Joint Contracture; Internal fixation; Contracture; Bone healing; Fixation (population genetics)","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":[0.001578941,0.0003345594,0.002354122,0.0003978853,0.00004942111,0.000004347022,0.0005774679,0.0001062475,0.00004004145],"category_scores_gemma":[0.00005318669,0.0001561622,0.001729677,0.001293346,0.0004973675,0.00008170793,0.00007077402,0.001109646,0.000001998761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075189,"about_ca_system_score_gemma":0.0002044527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001283533,"about_ca_topic_score_gemma":0.00000108381,"domain_scores_codex":[0.9963149,0.0006735775,0.00162622,0.0001836006,0.0009240522,0.000277672],"domain_scores_gemma":[0.9951935,0.0004258991,0.003916308,0.0003197146,0.00005199431,0.00009256008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001214606,0.0004024594,0.003843671,0.003973111,0.000951662,0.00009544702,0.00006105714,0.000004551621,4.868616e-7,0.0002245098,0.0007243601,0.9895972],"study_design_scores_gemma":[0.0006469121,0.0003606059,0.007435271,0.01249009,0.005673415,0.0009382028,0.0003044835,2.564786e-7,0.00000834313,0.00008699323,0.9719224,0.0001330125],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002596554,0.9936525,0.00000813707,0.0009813153,0.0002585742,0.0006461348,0.00001669337,0.000003258942,0.001836857],"genre_scores_gemma":[0.007857963,0.9911814,0.0003183747,0.0003510771,0.00008475187,0.00001840126,0.000002351643,0.00002776839,0.0001578979],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9894642,"threshold_uncertainty_score":0.636811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04609746250317359,"score_gpt":0.3867702793434065,"score_spread":0.3406728168402329,"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."}}