{"id":"W7087264631","doi":"10.1145/3769733.3769742","title":"Report on the 2nd Search Futures Workshop at ECIR 2025","year":2025,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Serendipity; Futures contract; Sketch; Reading (process); Soar; SPARK (programming language); Key (lock)","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":[0.01434657,0.001788498,0.001314248,0.001827038,0.004640123,0.01241291,0.002610736,0.00617091,0.1447743],"category_scores_gemma":[0.01570323,0.0006931323,0.001922229,0.001716391,0.001065972,0.008716322,0.008417469,0.005670588,0.09651124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004166357,"about_ca_system_score_gemma":0.008917333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02111433,"about_ca_topic_score_gemma":0.03170117,"domain_scores_codex":[0.9904187,0.002281694,0.0002958708,0.0009308173,0.004317855,0.001755045],"domain_scores_gemma":[0.9877628,0.001852001,0.0001963262,0.0009265571,0.004629767,0.004632677],"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":[0.0002891692,0.0001290982,0.0002498902,0.0001570955,0.00001753166,0.0001410644,0.0005573762,0.0003113699,0.0008903963,0.003697386,0.9657235,0.02783611],"study_design_scores_gemma":[0.00005928402,0.0001250655,0.0007672529,0.0001233889,0.00001458498,0.00007164505,0.001097355,0.0005529742,0.0009698944,0.002083092,0.9940883,0.00004721195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.04096883,0.02711472,0.04553444,0.1718702,0.1096322,0.003123593,0.04512535,0.01026426,0.5463663],"genre_scores_gemma":[0.05337676,0.003817592,0.01935167,0.01640072,0.005444351,0.001748458,0.03776982,0.003733311,0.8583574],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1447743,"threshold_uncertainty_score":0.4843184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04065777467403634,"score_gpt":0.3698871153363614,"score_spread":0.329229340662325,"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."}}