{"id":"W4415704504","doi":"10.1016/j.arth.2025.10.072","title":"2025 ICM: Surgical Site Irrigation","year":2025,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The North South Institute; McMaster University","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":[0.0009033274,0.000105435,0.0002983486,0.0001336086,0.00007951552,0.00001252749,0.0000951913,0.00007564738,0.0004837563],"category_scores_gemma":[0.0001983692,0.00005821302,0.0001650928,0.0002661611,0.0001629623,0.00008421364,0.00005138335,0.0004170577,0.00005229862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000547847,"about_ca_system_score_gemma":0.0001776066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005668437,"about_ca_topic_score_gemma":0.000006426573,"domain_scores_codex":[0.9988444,0.0001466863,0.0004634187,0.00007338203,0.000320386,0.0001517243],"domain_scores_gemma":[0.9987598,0.0004199352,0.0002137874,0.0001934512,0.0003272011,0.0000857988],"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":[0.02085068,0.002582855,0.1781679,0.0007130587,0.002338611,0.00472253,0.002853174,0.0001709511,0.1407698,0.05671364,0.4152941,0.1748227],"study_design_scores_gemma":[0.005293074,0.00196157,0.07508723,0.001361946,0.0006382939,0.004116433,0.0002784673,0.0001253888,0.06225757,0.00723744,0.8414034,0.0002392463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615642,0.0009533724,0.002171604,0.007090549,0.0002605274,0.000192713,0.00000276041,0.00003765751,0.02772656],"genre_scores_gemma":[0.994222,0.0007592696,0.001209324,0.0006090385,0.0002313064,0.000001374913,0.000001654927,0.000008263797,0.002957756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4261092,"threshold_uncertainty_score":0.5296792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632453875154512,"score_gpt":0.3061483181936188,"score_spread":0.2898237794420737,"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."}}