{"id":"W1988243560","doi":"10.3758/s13423-013-0485-1","title":"Assessing the costs and benefits of production in recognition","year":2013,"lang":"en","type":"article","venue":"Psychonomic Bulletin & Review","topic":"Memory Processes and Influences","field":"Neuroscience","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Optimal distinctiveness theory; Psychology; Cognitive psychology; Task (project management); Production (economics); Set (abstract data type); Read aloud; Think aloud protocol; Social psychology; Linguistics; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004759671,0.00008095139,0.0001657582,0.00002832103,0.00005452707,0.0000549181,0.0001282036,0.00002121117,0.0005425476],"category_scores_gemma":[0.0005175255,0.00005395977,0.00002337364,0.0001539325,0.00007917603,0.0001866885,0.0000213618,0.00009486613,0.0002408706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001230979,"about_ca_system_score_gemma":0.00001049059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004489119,"about_ca_topic_score_gemma":0.000002030021,"domain_scores_codex":[0.9990888,0.0001237034,0.0003238661,0.0002773307,0.00007505555,0.0001112345],"domain_scores_gemma":[0.9994519,0.0001099162,0.0001989859,0.0001794761,0.00003581093,0.00002384676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002897146,0.00004128431,0.0004896658,0.001192651,0.000001298717,1.199798e-7,0.00004522245,0.000003882164,0.006020169,0.00005633444,0.006515651,0.9856308],"study_design_scores_gemma":[0.001605003,0.0003545742,0.1717327,0.05999494,0.0001569748,0.0003413075,0.0006719046,0.0001449079,0.1275768,0.005357027,0.6305274,0.001536439],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9445997,0.03818772,0.000001821448,0.01279887,0.0002364611,0.0007562991,0.000001117715,0.00001174276,0.003406256],"genre_scores_gemma":[0.7969444,0.1985892,0.0002239379,0.003916411,0.00007369542,0.000152188,9.657656e-7,0.000009635648,0.0000895577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9840944,"threshold_uncertainty_score":0.5940516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08619733584425615,"score_gpt":0.3268324437312363,"score_spread":0.2406351078869802,"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."}}