{"id":"W4410043980","doi":"10.1590/1807-7692bar2025250035","title":"Breaking Barriers: How Creativity Drives Research","year":2025,"lang":"en","type":"article","venue":"BAR - Brazilian Administration Review","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Creativity; Psychology; Engineering ethics; Business; Social psychology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2193707,0.0009135233,0.001925196,0.009689616,0.01135741,0.04285766,0.004761504,0.007587328,0.0122965],"category_scores_gemma":[0.4242483,0.001568642,0.001627954,0.00733358,0.04614343,0.03089947,0.02540057,0.009907611,0.002624753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01051007,"about_ca_system_score_gemma":0.02420054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002610855,"about_ca_topic_score_gemma":0.002005205,"domain_scores_codex":[0.6617993,0.2603604,0.01668097,0.01498992,0.03690396,0.009265403],"domain_scores_gemma":[0.3502459,0.5479168,0.03272885,0.02462767,0.03003839,0.01444236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002904983,0.000224712,0.01422468,0.004798155,0.0004556599,0.0009464499,0.08930828,0.0007512143,0.0006107542,0.7101613,0.02463248,0.1535959],"study_design_scores_gemma":[0.0003195094,0.0002179782,0.00609041,0.01016697,0.0001958522,0.0007354403,0.04177363,0.0009353437,0.0005304156,0.7652974,0.1736048,0.0001323231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09764298,0.1081489,0.1169539,0.4174397,0.005079961,0.001530038,0.0002787902,0.0007080489,0.2522177],"genre_scores_gemma":[0.9264429,0.01643252,0.02065419,0.02702238,0.001730438,0.001683072,0.00009214932,0.0003426755,0.005599687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2193707,"threshold_uncertainty_score":0.9626548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05826849233221965,"score_gpt":0.4398089040436319,"score_spread":0.3815404117114122,"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."}}