{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004464826,0.0001198854,0.0001869091,0.0001771911,0.0005604642,0.00003263587,0.0002672873,0.0001501773,0.001116322],"category_scores_gemma":[0.001193125,0.00007220596,0.0001230395,0.0004945374,0.0001940025,0.00004154734,0.0004973038,0.0006102812,0.0003525242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001301724,"about_ca_system_score_gemma":0.000133776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007510038,"about_ca_topic_score_gemma":0.00006982255,"domain_scores_codex":[0.9987933,0.00006944509,0.0002052363,0.0002757687,0.0002254413,0.0004307814],"domain_scores_gemma":[0.9981461,0.0004149671,0.00002841732,0.001240476,0.0001181732,0.00005187945],"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":[0.0005398174,0.0002490591,0.1280971,0.00003475904,0.0003945023,0.000295796,0.0001092774,0.000008986576,0.007236207,0.007294066,0.8130059,0.04273452],"study_design_scores_gemma":[0.001050558,0.0005493094,0.1651866,0.0001963641,0.00006523416,0.0002283303,0.001343379,0.00006504502,0.02847329,0.002474534,0.8002086,0.0001588148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7898455,0.001151903,0.00003868846,0.1379522,0.0004740857,0.0004510194,0.000003031725,0.00006706944,0.07001647],"genre_scores_gemma":[0.8148612,0.000230426,0.00003597129,0.002710712,0.0001015639,0.00005705799,0.00002074759,0.00001172651,0.1819706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1352415,"threshold_uncertainty_score":0.9997968,"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."}}