{"id":"W2315878317","doi":"10.1093/glycob/cwu013","title":"Transformative Technologies in Glycomics Workshop","year":2014,"lang":"en","type":"article","venue":"Glycobiology","topic":"Glycosylation and Glycoproteins Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Glycomics Centre; University of Alberta","funders":"","keywords":"Glycomics; Transformative learning; Engineering ethics; Data science; Computer science; Engineering; Chemistry; Sociology; Glycan; Biochemistry","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":[0.01691905,0.001833767,0.0008395139,0.001490557,0.002236487,0.008874462,0.003583199,0.004497404,0.02371421],"category_scores_gemma":[0.008311143,0.0007408597,0.002877848,0.001140969,0.001668416,0.004812759,0.007747597,0.0102226,0.01501739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005348489,"about_ca_system_score_gemma":0.007713404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0022199,"about_ca_topic_score_gemma":0.002187669,"domain_scores_codex":[0.9948404,0.001359475,0.00016893,0.0008468521,0.001991564,0.0007927584],"domain_scores_gemma":[0.9950945,0.0006924793,0.000107935,0.0003185395,0.00164431,0.002142267],"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":[0.0002992906,0.0003797105,0.0002454831,0.0003562379,0.00006692778,0.0007092526,0.001331206,0.002000175,0.008571206,0.09551366,0.7997766,0.09075023],"study_design_scores_gemma":[0.00003980528,0.00008562069,0.0001554683,0.0001574948,0.00001298696,0.0001409736,0.0002931462,0.0006959157,0.003179536,0.01792311,0.9772888,0.00002725811],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02050529,0.04364173,0.1792089,0.3252653,0.1957292,0.001704065,0.005317037,0.004239548,0.2243891],"genre_scores_gemma":[0.08933139,0.04529902,0.1211418,0.05900548,0.02357901,0.002620815,0.01509877,0.003015042,0.6409087],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02371421,"threshold_uncertainty_score":0.0894776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00989093344809892,"score_gpt":0.2677268713602933,"score_spread":0.2578359379121943,"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."}}