{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000431265,0.0001012143,0.0001393126,0.00004459209,0.00047785,0.00006612671,0.0002137797,0.0001119688,0.001409704],"category_scores_gemma":[0.0001558413,0.00009721619,0.00008832763,0.0003007224,0.0002558553,0.0002033706,0.00003631437,0.0003163427,0.0003103951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008451769,"about_ca_system_score_gemma":0.0008473166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001666835,"about_ca_topic_score_gemma":0.00179869,"domain_scores_codex":[0.9982711,0.0002891261,0.000163076,0.0002678775,0.0005880815,0.0004207435],"domain_scores_gemma":[0.9994321,0.0001026467,0.00004816148,0.0001529821,0.0001180359,0.0001460068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001047723,0.002539159,0.1212008,0.0001608436,0.0003093793,0.001456726,0.2517314,0.0008586553,0.01885724,0.01983651,0.2336992,0.3492454],"study_design_scores_gemma":[0.0005397813,0.00003913133,0.005786865,0.00007790721,0.00003104963,0.000005579007,0.2952769,0.00003150499,0.002654033,0.0004325418,0.694799,0.0003256705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8947209,0.0003976747,0.00005487171,0.03964834,0.00285659,0.0001803337,0.000004988412,0.0001423707,0.06199398],"genre_scores_gemma":[0.9210773,0.00006490276,0.0006486131,0.0008927644,0.001032276,0.00001340899,0.000009720604,0.00001446894,0.07624653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4610998,"threshold_uncertainty_score":0.9995031,"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."}}