{"id":"W4411087769","doi":"10.1016/j.cortex.2025.05.011","title":"The multidimensionality, variability and flexibility of concepts: Opening editorial","year":2025,"lang":"en","type":"editorial","venue":"Cortex","topic":"Action Observation and Synchronization","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Calgary; Montreal Neurological Institute and Hospital","funders":"","keywords":"Psychology; Flexibility (engineering); Cognitive science; Cognitive psychology; Management","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":[0.002369128,0.0002108171,0.0003976412,0.00003840404,0.0002824895,0.00004882986,0.0002851764,0.0009157116,0.0004389343],"category_scores_gemma":[0.005108919,0.0001658906,0.00008959853,0.0001827789,0.000362573,0.00007619714,0.0001906622,0.0006629255,0.00001562803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226468,"about_ca_system_score_gemma":0.0005307173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002555448,"about_ca_topic_score_gemma":0.00003376736,"domain_scores_codex":[0.9972221,0.0007360208,0.0006944906,0.0005762721,0.0005815523,0.0001895548],"domain_scores_gemma":[0.9918214,0.005860276,0.0004657353,0.0007331513,0.001060371,0.0000590504],"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":[0.0001863683,0.00004733956,0.0008402001,0.00005064025,0.00008023783,3.525038e-7,0.0002308503,0.00000292258,0.00001974017,0.002376351,0.9937035,0.002461479],"study_design_scores_gemma":[0.0007914605,0.00004702503,0.005070643,0.0000423209,0.0000571325,1.960166e-7,0.0001189879,0.0001052985,0.0000064331,0.0008585809,0.9927639,0.0001380076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000971454,0.0001941543,0.0008798682,0.0001263654,0.9929913,0.0004290872,0.0001911814,0.00004960339,0.004167003],"genre_scores_gemma":[0.01119657,0.0000747445,0.00009437332,0.00003678341,0.9807383,0.00005190003,0.0004391216,0.00001833005,0.007349903],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.012253,"threshold_uncertainty_score":0.7062806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169745896190442,"score_gpt":0.3703583871747729,"score_spread":0.3486609282128685,"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."}}