{"id":"W7087720512","doi":"10.1145/3769733.3769739","title":"Report from the 4th Strategic Workshop on Information Retrieval in Lorne (SWIRL 2025)","year":2025,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Microsoft (Canada)","funders":"University of Queensland; RMIT University","keywords":"Dissemination; Focus (optics); Key (lock); Information Dissemination; Information system; Document retrieval; Information center","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":[0.0002135919,0.0001186472,0.0001829018,0.00009200758,0.000089664,0.00004086725,0.0001254972,0.0001146805,0.00005861169],"category_scores_gemma":[0.0004893979,0.00007720714,0.00005646373,0.0003493925,0.00002966661,0.0001035718,0.00005501983,0.0002714737,0.0001754063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001464428,"about_ca_system_score_gemma":0.0001839924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004173588,"about_ca_topic_score_gemma":0.0001250235,"domain_scores_codex":[0.9990401,0.00002287693,0.0003413246,0.0001548621,0.0002080306,0.0002327898],"domain_scores_gemma":[0.9988719,0.0002743154,0.00008491034,0.0006750029,0.000047757,0.00004610521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004745568,0.001155123,0.7462483,0.0001475077,0.0007351329,0.001135801,0.001745516,0.0002111562,0.000188143,0.01478228,0.1446206,0.0842849],"study_design_scores_gemma":[0.01115378,0.0008587231,0.779579,0.002255001,0.0004193358,0.00006718344,0.006370142,0.0006550495,0.001900744,0.0809373,0.1153544,0.0004493387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9342399,0.00029664,0.00003359094,0.02034731,0.0004339733,0.0003811452,0.00001044599,0.00005873663,0.04419832],"genre_scores_gemma":[0.993528,0.00008026027,0.0001310267,0.00217296,0.00006692468,0.00001220498,0.0003127465,0.000006155659,0.003689729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08383556,"threshold_uncertainty_score":0.3148416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03459522104513406,"score_gpt":0.3250965230222397,"score_spread":0.2905013019771057,"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."}}