{"id":"W1966666479","doi":"10.1093/bib/bbt016","title":"Navigating the changing learning landscape: perspective from bioinformatics.ca","year":2013,"lang":"en","type":"article","venue":"Briefings in Bioinformatics","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"Canadian Institutes of Health Research; Genome Canada; Ontario Genomics; Amazon Web Services; Ontario Institute for Cancer Research; Ontario Genomics Institute","keywords":"Computer science; Perspective (graphical); Face (sociological concept); Structural bioinformatics; Bioinformatics; World Wide Web; Data science; Artificial intelligence; Biology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002852217,0.0004467798,0.0003861915,0.001669611,0.0224667,0.0134022,0.002895065,0.008316246,0.02477548],"category_scores_gemma":[0.004583981,0.0003901603,0.0004210944,0.003325908,0.01127164,0.01194667,0.006184769,0.01170922,0.003090532],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02432038,"about_ca_system_score_gemma":0.05342108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5222581,"about_ca_topic_score_gemma":0.7698625,"domain_scores_codex":[0.9972542,0.0006699165,0.00007888176,0.0003337296,0.0006658675,0.000997399],"domain_scores_gemma":[0.9911466,0.001464296,0.0002599317,0.0001239566,0.001271353,0.005733849],"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":[0.00002719632,0.00009100479,0.002490967,0.0004109253,0.000007324546,0.0006666726,0.01900496,0.0001313894,0.0003092722,0.05089277,0.8259109,0.1000568],"study_design_scores_gemma":[0.000007519341,0.00001431298,0.001866439,0.0005327328,0.000005021511,0.0002641564,0.02598951,0.00006068608,0.00007305214,0.007952644,0.9632058,0.00002823651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002611853,0.01820811,0.0007863187,0.9123228,0.002125445,0.00002568901,0.0001954599,0.0001229007,0.06360145],"genre_scores_gemma":[0.1743521,0.1749409,0.01116785,0.4866712,0.003186174,0.0002874846,0.000510007,0.0004572429,0.1484272],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9756796,"threshold_uncertainty_score":0.9611108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006027325739789,"score_gpt":0.2676827681150437,"score_spread":0.2576224948576458,"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."}}