{"id":"W4384943809","doi":"10.3389/feduc.2023.1181157","title":"Humanizing STEM education: an exploratory study of faculty approaches to course redesign","year":2023,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Excellence; Curriculum; Higher education; Equity (law); Online course; Medical education; Psychology; Pedagogy; Massive open online course; Student engagement; Set (abstract data type); Mathematics education; Political science; Computer science; Medicine","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":[0.01490973,0.0005342235,0.0004833355,0.002043181,0.009366786,0.00685291,0.002471118,0.001776733,0.002927891],"category_scores_gemma":[0.04568058,0.0004331946,0.0003333455,0.001873345,0.006630768,0.003491603,0.006475541,0.002801461,0.0003821341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006067659,"about_ca_system_score_gemma":0.008888133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003160348,"about_ca_topic_score_gemma":0.009855402,"domain_scores_codex":[0.9811235,0.01362952,0.0003381596,0.0009385683,0.001897403,0.002072797],"domain_scores_gemma":[0.9667827,0.02145513,0.003422146,0.001556,0.002915417,0.003868646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005815044,0.0005833274,0.01202017,0.0001071046,0.00001028424,0.0003918314,0.935479,0.000142235,0.002041046,0.002535711,0.0008326874,0.04579844],"study_design_scores_gemma":[0.00001407077,0.0003120833,0.008026486,0.00009213603,0.000007894477,0.0001605714,0.9692338,0.0003428395,0.001423458,0.0009400924,0.01942111,0.00002546843],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879038,0.0001679523,0.004054971,0.00143922,0.00005261628,0.0002539675,0.00002558055,0.00004540689,0.006056525],"genre_scores_gemma":[0.9927059,0.0001888831,0.003036441,0.0005824687,0.00003230333,0.000151837,0.00003229267,0.00003160788,0.003238294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01490973,"threshold_uncertainty_score":0.0788511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.294615102538416,"score_gpt":0.3808804540004006,"score_spread":0.08626535146198461,"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."}}