{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03232993,0.002281801,0.001725645,0.003939681,0.002844904,0.01086047,0.003189592,0.006463888,0.1104672],"category_scores_gemma":[0.02585993,0.0008205374,0.002013486,0.002305194,0.00158921,0.01069566,0.01039621,0.007473804,0.08301704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003279733,"about_ca_system_score_gemma":0.009399137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01250454,"about_ca_topic_score_gemma":0.01619721,"domain_scores_codex":[0.9823589,0.006144654,0.0007117228,0.001431896,0.007546997,0.001805758],"domain_scores_gemma":[0.9659304,0.00693544,0.0007816178,0.002016883,0.01507547,0.009260195],"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":[0.0001292494,0.00008529618,0.0001433113,0.0001686351,0.00001153512,0.00005228795,0.0001834116,0.0001554041,0.0005895017,0.00108642,0.9701258,0.02726907],"study_design_scores_gemma":[0.00004089354,0.00009846564,0.0004576565,0.000177787,0.00001299607,0.00005231686,0.0003645464,0.0004345152,0.0007307356,0.001507568,0.9960906,0.00003193911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01274912,0.06622049,0.09616838,0.337614,0.2080689,0.005109234,0.03238045,0.009068531,0.232621],"genre_scores_gemma":[0.03198759,0.01777923,0.05307506,0.04944303,0.02622715,0.002967437,0.05097561,0.005373681,0.7621713],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1104672,"threshold_uncertainty_score":0.3695495,"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."}}