{"id":"W2905863600","doi":"10.1371/journal.pone.0208874","title":"Assessing sound symbolism: Investigating phonetic forms, visual shapes and letter fonts in an implicit bouba-kiki experimental paradigm","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Multisensory perception and integration","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Agence Nationale de la Recherche; Université du Québec à Chicoutimi","keywords":"Crossmodal; Sound symbolism; Association (psychology); Lexical decision task; Priming (agriculture); Task (project management); Character (mathematics); Cognitive psychology; Computer science; Psychology; Linguistics; Speech recognition; Natural language processing; Artificial intelligence; Visual perception; Perception; Mathematics; Cognition; Neuroscience; Philosophy; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001315773,0.0001673068,0.000221862,0.0001237542,0.0001520027,0.0001987419,0.00008134177,0.0001267914,0.001318237],"category_scores_gemma":[0.00002391036,0.0001614683,0.00002177147,0.00009262195,0.0001834869,0.0005752478,0.00002923812,0.0001829963,0.0002192995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005873007,"about_ca_system_score_gemma":0.00001136122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548052,"about_ca_topic_score_gemma":0.0002649367,"domain_scores_codex":[0.9987243,0.0001234361,0.0003015734,0.0003696634,0.0001769032,0.0003040645],"domain_scores_gemma":[0.9995795,0.00003557078,0.00008519228,0.000146036,0.00003241555,0.0001212228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003527487,0.0009908006,0.05297672,0.00001600211,0.00003519773,0.000003817708,0.01281097,2.348433e-7,0.9310691,0.0005469974,0.0002080206,0.001306877],"study_design_scores_gemma":[0.00194594,0.0007244646,0.9272958,0.0002167962,0.00004245734,0.00001791903,0.006825049,0.008559792,0.05281625,0.0009868972,0.00006931995,0.0004993293],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969384,0.00006962493,0.0000864546,0.0002144532,0.00009374766,0.0002549434,0.000003151297,0.00006585407,0.002273386],"genre_scores_gemma":[0.9957995,0.000002175889,0.00112765,0.002253774,0.0005856945,0.00005689125,0.00002241261,0.00003036894,0.0001215476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8782529,"threshold_uncertainty_score":0.9995947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1566030050796015,"score_gpt":0.3999442704734142,"score_spread":0.2433412653938128,"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."}}