{"id":"W3207319257","doi":"10.1145/3484272.3484964","title":"Machine learning pedagogy to support the research community","year":2021,"lang":"en","type":"article","venue":"","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Curriculum; Undergraduate research; Druggability; Open research; Competition (biology); Cloud computing; Ranking (information retrieval); Data science; Artificial intelligence; World Wide Web; Pedagogy; Medical education; Psychology","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":[0.002780976,0.0001059567,0.0001129105,0.00006070422,0.0005992363,0.00008942627,0.0005847409,0.0001332237,0.0005535842],"category_scores_gemma":[0.002167882,0.00007082552,0.00007179678,0.0002826218,0.0002627464,0.000002032322,0.001267733,0.0008102588,0.0003435807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001629613,"about_ca_system_score_gemma":0.0003856151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002833722,"about_ca_topic_score_gemma":0.001357958,"domain_scores_codex":[0.9977486,0.0007499502,0.0002300609,0.0001882553,0.000555962,0.0005272373],"domain_scores_gemma":[0.9983931,0.000139543,0.00002136043,0.0006711397,0.0005146189,0.000260285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002378817,0.0006214062,0.0142695,0.0001883389,0.0001973529,0.00004544895,0.003170323,0.00008778049,0.5922419,0.001144109,0.1749845,0.2128115],"study_design_scores_gemma":[0.0002661,0.0009728141,0.001885761,0.000005844965,0.000003981449,0.000031105,0.003495617,0.0001907325,0.1420687,0.0001536824,0.8507968,0.0001288566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8229523,0.0007141947,0.003304038,0.01489995,0.0002911582,0.0004999322,0.00003638825,0.00003670727,0.1572653],"genre_scores_gemma":[0.9522463,0.0006292813,0.0009317302,0.001681297,0.0002111771,0.00001872529,0.0002896851,0.00001607718,0.04397573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6758123,"threshold_uncertainty_score":0.6061358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09304478429407548,"score_gpt":0.4160626501308896,"score_spread":0.3230178658368141,"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."}}