{"id":"W2607382887","doi":"10.1038/544161c","title":"Plug gap in essential bioinformatics skills","year":2017,"lang":"en","type":"letter","venue":"Nature","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Bioinformatics; Computer science; Computational biology; Data science; Biology","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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003945999,0.0004221077,0.0004209462,0.0002451573,0.0001275958,0.0001872809,0.001361364,0.01099522,0.00007742443],"category_scores_gemma":[0.0007749767,0.0003547777,0.000240496,0.00009195563,0.0003544417,0.000008670253,0.0005284056,0.007623803,0.000158081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004388301,"about_ca_system_score_gemma":0.0004053157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001727378,"about_ca_topic_score_gemma":0.00005214738,"domain_scores_codex":[0.9973179,0.0000563151,0.0005412922,0.0004144865,0.0008663731,0.0008036877],"domain_scores_gemma":[0.9981396,0.00003205954,0.0003042093,0.001174204,0.0002065243,0.0001434591],"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":[0.00001748458,0.00003748384,0.000101714,0.0003806363,0.00005918199,0.0001055292,0.00004804301,0.000001024674,0.0006201591,0.000003259429,0.9940161,0.004609413],"study_design_scores_gemma":[0.0006416322,0.0001383209,0.0002673014,0.0001310821,0.0000204067,0.0000332839,0.00001829051,0.0001058343,0.004715911,0.0001166947,0.9933565,0.0004546881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01949545,0.008800885,0.0007596267,0.8579273,0.01056436,0.003097195,0.001983568,0.0001146977,0.09725698],"genre_scores_gemma":[0.02393935,0.00608686,0.006172219,0.8672014,0.02463928,0.00008652132,0.01644791,0.0002176386,0.05520876],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04204821,"threshold_uncertainty_score":0.9998904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008954034975119542,"score_gpt":0.2940049880634011,"score_spread":0.2850509530882815,"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."}}