{"id":"W4415979838","doi":"10.1016/j.jse.2025.11.001","title":"JSEA Announcement","year":2025,"lang":"en","type":"article","venue":"Journal of Shoulder and Elbow Surgery","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Journal of Communication (Canada)","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008425279,0.0006494113,0.000599092,0.001603338,0.001353672,0.00605623,0.001095464,0.005144624,0.5557016],"category_scores_gemma":[0.006563416,0.000258632,0.0007627113,0.000730495,0.0006240249,0.001009188,0.002112343,0.003833956,0.4717124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481821,"about_ca_system_score_gemma":0.002732992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563781,"about_ca_topic_score_gemma":0.005681312,"domain_scores_codex":[0.9989848,0.00004733075,0.00002811077,0.0001398511,0.0005829663,0.0002169963],"domain_scores_gemma":[0.9972126,0.0002468181,0.0001323598,0.0002150701,0.000980697,0.001212519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006127607,0.0000336319,0.000105762,0.00003552924,0.000004109554,0.00009650943,0.000005374467,0.00002454972,0.0001836948,0.001483669,0.9855512,0.01241471],"study_design_scores_gemma":[0.00002819486,0.00002482523,0.0007185994,0.00003270676,0.000005781495,0.00006927523,0.00002300475,0.00007349175,0.000224247,0.00104905,0.9977442,0.000006607581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001180526,0.001881804,0.0004804875,0.06279215,0.1373821,0.0001952443,0.005812112,0.001376711,0.7888989],"genre_scores_gemma":[0.003369852,0.0004902426,0.0001663732,0.007684717,0.01462177,0.00003534832,0.001136051,0.0001855471,0.9723102],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4442984,"threshold_uncertainty_score":0.6337377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04558977908877863,"score_gpt":0.2375418923361216,"score_spread":0.1919521132473429,"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."}}