{"id":"W2083301184","doi":"10.1109/memb.2009.931794","title":"The nuts and bolts of EMBS student chapters! [Student's Corner]","year":2009,"lang":"en","type":"article","venue":"IEEE Engineering in Medicine and Biology Magazine","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Robarts Clinical Trials","funders":"","keywords":"Nuts and bolts; Engineering ethics; Medical education; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002629199,0.0001603371,0.000254601,0.0001317144,0.00002339938,0.000006345414,0.0001160799,0.000101043,0.000004267175],"category_scores_gemma":[0.0000406108,0.0001057895,0.0000156679,0.000174368,0.0001143048,0.00003239728,0.00001489552,0.0002006348,0.000001709718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000178817,"about_ca_system_score_gemma":0.000004066753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005909685,"about_ca_topic_score_gemma":0.000004839409,"domain_scores_codex":[0.9992462,0.000008993378,0.0002832203,0.000145621,0.00007763394,0.0002383006],"domain_scores_gemma":[0.9996256,0.00011842,0.00002216035,0.0001298271,0.00001765875,0.00008632954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001170017,0.0004122154,0.0413402,0.001762621,0.0005131482,0.00006677119,0.01041757,0.01887826,0.617802,0.01413765,0.02164001,0.2729126],"study_design_scores_gemma":[0.002554436,0.001106223,0.926513,0.00055621,0.00005799858,0.00007246682,0.000255589,0.03826825,0.001134417,0.0004021407,0.02856602,0.0005132268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900169,0.006092585,0.001093934,0.001130598,0.0009895689,0.000127345,0.000001606894,0.0001063728,0.0004410502],"genre_scores_gemma":[0.9964056,0.00307223,0.0001321474,0.00006853808,0.0002542548,0.000009144163,0.000004995646,0.00001075224,0.00004233745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8851728,"threshold_uncertainty_score":0.4313971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498954992689615,"score_gpt":0.2741608392627535,"score_spread":0.2591712893358574,"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."}}