{"id":"W4409711291","doi":"10.1080/13506285.2025.2492667","title":"What can 9 million trials tell us about memorability in a hybrid search task?","year":2025,"lang":"en","type":"article","venue":"Visual Cognition","topic":"Memory Processes and Influences","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Eye Institute; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Psychology; Task (project management); Visual search; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001631279,0.000147911,0.0003183141,0.0002679813,0.0001537319,0.0002996264,0.0001779189,0.00006568916,0.0001870164],"category_scores_gemma":[0.002564158,0.0001296932,0.00007501851,0.0007850329,0.0001417643,0.0006815381,0.00006731207,0.0002112398,0.00007156622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005963389,"about_ca_system_score_gemma":0.0001832878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001195493,"about_ca_topic_score_gemma":0.00008718579,"domain_scores_codex":[0.9975816,0.0007000952,0.0005263966,0.0005482368,0.000341873,0.0003018249],"domain_scores_gemma":[0.9988238,0.0007151831,0.0001060548,0.0001615483,0.0001253614,0.00006805132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008101268,0.0007295826,0.004066013,0.0005769151,0.00001339923,0.00005804039,0.000688221,0.00009649256,0.9282662,0.0003817789,0.0003511406,0.06396213],"study_design_scores_gemma":[0.0008704739,0.0001825825,0.006746363,0.0003343756,0.00002517518,0.000005294096,0.0003517139,0.001533838,0.98545,0.003698528,0.0006301529,0.0001714802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960192,0.0002427388,0.0001341935,0.0003379835,0.0006015077,0.0006368375,0.00003585754,0.00005735737,0.001934289],"genre_scores_gemma":[0.9968786,0.0008592722,0.00001218098,0.001908159,0.00007305257,0.00006108797,0.00002052085,0.000007813718,0.0001793096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06379065,"threshold_uncertainty_score":0.5288733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030627836298829,"score_gpt":0.4029064476232179,"score_spread":0.299843663993335,"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."}}