{"id":"W4308593443","doi":"10.31234/osf.io/546ym","title":"Should Everyone Be Creative?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Creativity; Creative brief; Sociology; Political science; Public relations; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.004572182,0.0003316961,0.0003393052,0.0006058265,0.003280857,0.005955592,0.0006123409,0.002545062,0.01071062],"category_scores_gemma":[0.01427705,0.0002020664,0.0002584141,0.0005237777,0.01176756,0.007491734,0.002752884,0.003285103,0.002727503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009475509,"about_ca_system_score_gemma":0.001040409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004002386,"about_ca_topic_score_gemma":0.0005476513,"domain_scores_codex":[0.9964001,0.001600417,0.0001014066,0.0007696007,0.0007293402,0.0003990947],"domain_scores_gemma":[0.9925177,0.003516366,0.000749832,0.001015787,0.0008137533,0.001386607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008249614,0.00007742607,0.004194479,0.0002195623,0.00003011335,0.0003249585,0.01304588,0.000227147,0.001049404,0.8203805,0.04880381,0.1115642],"study_design_scores_gemma":[0.00002029925,0.00003930751,0.00249363,0.0002157913,0.00001424759,0.0005510849,0.007842725,0.0002197882,0.0005093515,0.7293846,0.2586844,0.00002474931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.07216176,0.01680151,0.01808885,0.2888801,0.005251793,0.0000512522,0.00008940478,0.0001222288,0.5985531],"genre_scores_gemma":[0.9067867,0.006226182,0.005017183,0.03194051,0.001818724,0.00007651238,0.00006695585,0.0001145796,0.0479525],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01071062,"threshold_uncertainty_score":0.03583062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2001045069030033,"score_gpt":0.4560331651574851,"score_spread":0.2559286582544818,"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."}}