{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02172646,0.0008134239,0.0008525625,0.002504635,0.0128539,0.02304718,0.001896221,0.002963425,0.004828879],"category_scores_gemma":[0.02051115,0.0006406191,0.00106714,0.001068134,0.05295956,0.01996768,0.0385143,0.007010052,0.001011368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002975233,"about_ca_system_score_gemma":0.005427095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000594839,"about_ca_topic_score_gemma":0.0007852898,"domain_scores_codex":[0.9743663,0.01741227,0.0006075362,0.001744925,0.003458566,0.00241047],"domain_scores_gemma":[0.9716831,0.01369819,0.002133712,0.004629108,0.001913963,0.005942005],"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":[0.0002743285,0.0002298847,0.008906454,0.0005259159,0.0001306533,0.001583938,0.4136317,0.001096227,0.005051502,0.4479696,0.008504641,0.112095],"study_design_scores_gemma":[0.0001003178,0.0004165255,0.003228802,0.0008208387,0.00006549872,0.001961174,0.1855648,0.001298943,0.002884577,0.5414688,0.2620525,0.0001371684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4795751,0.007637051,0.06020811,0.0810602,0.00207061,0.0001817022,0.00007186527,0.0003952072,0.3688001],"genre_scores_gemma":[0.9829198,0.0008536989,0.005477665,0.002558717,0.0003040931,0.00008338764,0.00001418349,0.00009739414,0.007690973],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02304718,"threshold_uncertainty_score":0.1149019,"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."}}