{"id":"W4220741311","doi":"10.1149/2.f12221if","title":"Diversity Unlocks Creativity and Innovation","year":2022,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Diversity (politics); Creativity; Curiosity; Multidisciplinary approach; Psychology; Work (physics); Cultural diversity; Pedagogy; Sociology; Engineering ethics; Engineering; Social science; Social psychology","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":[0.0001267925,0.00006421658,0.00005608859,0.00001220349,0.0003474615,0.000006857696,0.0001199989,0.00003044373,0.00007676218],"category_scores_gemma":[0.00001143198,0.00005318464,0.00002472945,0.0003946383,0.00004280337,0.00002834478,0.0002999748,0.0003429488,0.000001803218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128218,"about_ca_system_score_gemma":0.000004689324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000721982,"about_ca_topic_score_gemma":1.361577e-7,"domain_scores_codex":[0.9995987,0.000008985654,0.00006677686,0.00007887509,0.000111396,0.0001353],"domain_scores_gemma":[0.9998422,0.00003919633,0.000009911511,0.00007452995,0.0000118971,0.00002228121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001752888,0.00006354697,0.0004945542,0.0001123101,0.000138633,1.647896e-7,0.008549514,0.0009422256,0.9445497,0.0009458474,0.04017865,0.004007295],"study_design_scores_gemma":[0.0007764734,0.0002088096,0.003369839,0.00002351042,0.00008247239,0.00005156376,0.00214189,0.2071923,0.7001477,0.006449866,0.07878954,0.000766022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474787,0.0003462715,0.05049657,0.001020162,0.0001195769,0.00005517254,0.000002361438,0.0001775267,0.0003036479],"genre_scores_gemma":[0.9994071,0.00002854213,0.0001672213,0.0001385747,0.00004622814,0.0000136459,0.000007058875,0.000006880821,0.0001847849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.244402,"threshold_uncertainty_score":0.2672428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008504370510049871,"score_gpt":0.2116567667161335,"score_spread":0.2031523962060836,"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."}}