{"id":"W2620081751","doi":"10.18260/1-2--21937","title":"StrengthsQuest for Engineers","year":2020,"lang":"en","type":"article","venue":"","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"University of Alberta","keywords":"Strengths and weaknesses; Curriculum; Process (computing); Engineering education; Computer science; Medical education; Engineering management; Mathematics education; Engineering ethics; Psychology; Engineering; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001967601,0.00004684346,0.00005755845,0.000008578671,0.00002044151,0.00001013829,0.0000563303,0.00002588448,0.002872827],"category_scores_gemma":[0.00004573425,0.00003728125,0.00003503884,0.00003783334,0.00001093419,0.00001278304,0.000006295543,0.00004391114,0.0003447298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001690918,"about_ca_system_score_gemma":0.000004152295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001189044,"about_ca_topic_score_gemma":0.000001350633,"domain_scores_codex":[0.9996831,0.00001072364,0.00005204193,0.0001197812,0.00002913227,0.0001052577],"domain_scores_gemma":[0.9997954,0.00008418944,0.00001180831,0.0000365669,0.00002309141,0.00004891285],"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":[0.0001923003,0.0001218936,0.01311264,0.00003928784,0.000239429,0.00001018512,0.01394172,0.00001106258,0.0004039124,0.5813125,0.1399063,0.2507087],"study_design_scores_gemma":[0.00332642,0.001892337,0.09387095,0.00001489395,0.00008197947,0.000003247912,0.025695,0.00243205,0.001332925,0.001333323,0.8693258,0.0006911252],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4311249,0.0001847983,0.05639382,0.01039275,0.0006028676,0.0003823335,0.00004780496,0.0004093956,0.5004613],"genre_scores_gemma":[0.9934796,0.000001029185,0.0003809776,0.00183454,0.0001646086,0.00002786032,0.00001096489,0.000006863758,0.004093519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7294194,"threshold_uncertainty_score":0.9980387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04311140829972329,"score_gpt":0.3205356441081811,"score_spread":0.2774242358084578,"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."}}