{"id":"W4415727495","doi":"10.1016/j.arth.2025.10.095","title":"2025 ICM: Two-Stage","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Bone and Joint Health Institute; University of Calgary; University of British Columbia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001006567,0.00006405808,0.000116045,0.0001330245,0.0001681855,0.0001848431,0.0009829064,0.00001723558,0.00004468828],"category_scores_gemma":[0.00003454731,0.00003449272,0.00006075334,0.0005289257,0.00006521109,0.003093708,0.0001724823,0.0001412878,0.0001139679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001463158,"about_ca_system_score_gemma":0.0002281535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005508229,"about_ca_topic_score_gemma":0.000002325923,"domain_scores_codex":[0.9990252,0.00009687455,0.0003940575,0.00005072845,0.0002963645,0.000136756],"domain_scores_gemma":[0.9991456,0.0001222559,0.0002734272,0.0002989312,0.0001114598,0.00004837166],"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":[0.0001087458,0.0001455101,0.01322523,0.00006452252,0.0001773769,0.00004023039,0.01933066,0.01204291,0.002179179,0.3041804,0.5549983,0.09350692],"study_design_scores_gemma":[0.001274712,0.000265444,0.007260649,0.0001456866,0.000007165975,0.0002135398,0.001717876,0.02689006,0.00511729,0.003274987,0.9536538,0.0001788442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1823451,0.0005217341,0.7421627,0.01300577,0.003997054,0.0001454053,0.000001755231,0.00004925796,0.0577712],"genre_scores_gemma":[0.9855138,0.00009875665,0.001988039,0.003218665,0.0001135735,4.992243e-7,1.16337e-7,0.00000178974,0.009064741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8031687,"threshold_uncertainty_score":0.2242864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246604059657669,"score_gpt":0.2557308397725829,"score_spread":0.2432647991760062,"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."}}