{"id":"W1968912357","doi":"10.1109/memb.2008.927994","title":"Student's Corner","year":2008,"lang":"en","type":"article","venue":"IEEE Engineering in Medicine and Biology Magazine","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sugar; Computer science; Engineering; Medical education; Medicine; Food science; Chemistry","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":[0.0007676402,0.00006729426,0.000136203,0.0001946927,0.00008996407,0.000002073717,0.00009765716,0.00007768593,0.00007023922],"category_scores_gemma":[0.0006446153,0.00005639242,0.000008091235,0.0004201249,0.0003423224,0.00004096497,0.0000105548,0.0001432759,0.00001077349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003738454,"about_ca_system_score_gemma":0.00004686446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059099,"about_ca_topic_score_gemma":0.00003504541,"domain_scores_codex":[0.9994019,0.00006024068,0.0001646163,0.0001262402,0.00007358097,0.0001734055],"domain_scores_gemma":[0.9995207,0.00028164,0.0000248133,0.00007384883,0.00005972088,0.0000392406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002013596,0.0002087507,0.6606628,0.00003971237,0.00006098214,0.00004901627,0.03491167,0.0005630644,0.02040488,0.2198207,0.05234767,0.01091062],"study_design_scores_gemma":[0.0009095323,0.0001612427,0.5737155,0.00006131703,0.000009981498,0.00003188796,0.0009311692,0.0002287346,0.00006951395,0.001156167,0.4224934,0.000231565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785421,0.0003779353,0.001973126,0.004045291,0.002069947,0.0001131256,6.56491e-7,0.00005543891,0.01282236],"genre_scores_gemma":[0.9908125,0.0004564143,0.00573901,0.0004346993,0.001346858,0.00001825349,0.000004428082,0.000006233543,0.001181636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3701457,"threshold_uncertainty_score":0.2299616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09156418184550451,"score_gpt":0.4187641057436549,"score_spread":0.3271999238981503,"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."}}