{"id":"W4230194146","doi":"10.1109/icces.2018.8639345","title":"ICCES 2018 Program","year":2018,"lang":"en","type":"article","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002482717,0.0008986759,0.0005342214,0.002256114,0.001769746,0.00342053,0.001699507,0.001753581,0.6535699],"category_scores_gemma":[0.004170397,0.0002969786,0.0005548939,0.0008655154,0.0004188707,0.001275101,0.003624531,0.001680881,0.443089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002459514,"about_ca_system_score_gemma":0.008231753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002898294,"about_ca_topic_score_gemma":0.008195329,"domain_scores_codex":[0.9985423,0.0001621289,0.00002926665,0.0002530115,0.0006546985,0.0003586337],"domain_scores_gemma":[0.9949712,0.0002078869,0.0001170028,0.0004050125,0.001936474,0.002362529],"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":[0.0001505319,0.0002489867,0.0005536723,0.00008168901,0.00000468512,0.0000386858,0.00004182872,0.00009868294,0.0007433508,0.005889902,0.9273297,0.06481832],"study_design_scores_gemma":[0.00001945933,0.00004452294,0.001067476,0.00003552631,0.000002634878,0.00002941055,0.00003909878,0.0001684045,0.0005428056,0.0007672008,0.9972805,0.000002922358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003797475,0.0005002532,0.004085798,0.01201979,0.006413991,0.0006655862,0.01161618,0.002531184,0.9583698],"genre_scores_gemma":[0.004699617,0.0002107717,0.001262718,0.0009550964,0.0005050983,0.0002395475,0.005583288,0.0004556269,0.9860882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3464301,"threshold_uncertainty_score":0.4941404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007605971487322502,"score_gpt":0.2280110815725615,"score_spread":0.220405110085239,"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."}}