{"id":"W7133559681","doi":"10.1145/3799914.3799926","title":"SIGIR 2025 Low Resource Environments Track Report","year":2025,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Track (disk drive); Resource (disambiguation); Presentation (obstetrics); Context (archaeology); Schedule; Action (physics)","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":[0.03037127,0.003126133,0.002311924,0.004325232,0.003866885,0.01228169,0.004093186,0.004207145,0.1547163],"category_scores_gemma":[0.02602556,0.0009885771,0.001358269,0.003072195,0.001025135,0.009214097,0.005796682,0.004899506,0.1538364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004145882,"about_ca_system_score_gemma":0.01709281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06124372,"about_ca_topic_score_gemma":0.06745212,"domain_scores_codex":[0.9848707,0.002749309,0.0006378191,0.001848044,0.00822356,0.001670467],"domain_scores_gemma":[0.9618745,0.004264846,0.0006221225,0.003133868,0.0223278,0.007776715],"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":[0.00008568706,0.0000767582,0.0002647497,0.00008279421,0.0000125361,0.00001528116,0.00003255973,0.00006999893,0.0002654172,0.0005083513,0.9809626,0.01762324],"study_design_scores_gemma":[0.0001023851,0.000210283,0.001346411,0.00009412224,0.00002378533,0.00003812672,0.0001261737,0.0007126319,0.0008177529,0.0006614673,0.9958324,0.00003455306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0109545,0.01888407,0.06380679,0.06906433,0.1011476,0.008075936,0.2741672,0.04544686,0.4084529],"genre_scores_gemma":[0.02319009,0.004979271,0.04038719,0.007481546,0.008224569,0.004679685,0.2905393,0.006057772,0.6144605],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1547163,"threshold_uncertainty_score":0.5175775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229705593844419,"score_gpt":0.2689785239797574,"score_spread":0.2566814680413132,"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."}}