{"id":"W3208062848","doi":"10.1109/mpuls.2021.3113060","title":"Student Leaders Today, Professional Leaders Tomorrow","year":2021,"lang":"en","type":"article","venue":"IEEE Pulse","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Medical education; Public relations; Political science; Management; Engineering; Sociology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002352533,0.0006577063,0.000560203,0.0007831145,0.007317477,0.01039589,0.000874356,0.002454217,0.07878118],"category_scores_gemma":[0.006646837,0.0003285611,0.0003150807,0.0006307506,0.001672304,0.005040206,0.007003146,0.005761241,0.06725251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329625,"about_ca_system_score_gemma":0.005596425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007412424,"about_ca_topic_score_gemma":0.003052674,"domain_scores_codex":[0.9971069,0.0005341305,0.00006645806,0.0002714556,0.001176599,0.0008444695],"domain_scores_gemma":[0.9867089,0.0002815384,0.0004298216,0.0003160706,0.001845922,0.01041779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003561607,0.0001875115,0.001672543,0.0001130517,0.00000612832,0.00008778746,0.004187753,0.00002368816,0.0007527404,0.007035844,0.8630167,0.1228808],"study_design_scores_gemma":[0.0000111862,0.0001008472,0.001030475,0.0001305901,0.000005445826,0.0001706049,0.006898978,0.00003696666,0.0003066329,0.003414833,0.9878821,0.00001133256],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03947305,0.01911727,0.00915395,0.4249856,0.0749369,0.0003544648,0.0005917893,0.002465493,0.4289215],"genre_scores_gemma":[0.1153635,0.009432971,0.005241666,0.09210758,0.01681319,0.000364803,0.000574147,0.0005991829,0.7595029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07878118,"threshold_uncertainty_score":0.2635493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05007774713786601,"score_gpt":0.387048863250007,"score_spread":0.336971116112141,"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."}}