{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001348451,0.0006857014,0.0003954085,0.0005826264,0.007004904,0.006868974,0.001175955,0.00292739,0.1333328],"category_scores_gemma":[0.005715912,0.000578987,0.0004789282,0.0005552846,0.001744279,0.006309014,0.005498993,0.005908666,0.04859922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006047811,"about_ca_system_score_gemma":0.001504644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002526836,"about_ca_topic_score_gemma":0.00965633,"domain_scores_codex":[0.9993283,0.0001170847,0.00002870264,0.0001074399,0.0002918606,0.0001266778],"domain_scores_gemma":[0.99656,0.0002999771,0.000139997,0.00021689,0.001121116,0.001662076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001874253,0.00004223855,0.000286563,0.0000332926,0.000002685825,0.0001169695,0.0007826299,0.00002465275,0.0002487298,0.004302545,0.9657397,0.02840126],"study_design_scores_gemma":[0.000003964684,0.00002462446,0.000392585,0.00006679663,0.000001335965,0.0001024307,0.001210574,0.00004396815,0.00008179466,0.0007951795,0.997268,0.00000879726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01309232,0.006849017,0.007232683,0.2183706,0.1262788,0.0002988201,0.0005341492,0.003678498,0.6236652],"genre_scores_gemma":[0.02330657,0.001788447,0.00455439,0.04809238,0.01178524,0.0001501906,0.0002972345,0.001212278,0.9088134],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1333328,"threshold_uncertainty_score":0.4460427,"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."}}