{"id":"W2884668074","doi":"10.15252/embr.201846628","title":"Will biologists become computer scientists?","year":2018,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Data science; Computer science; Engineering ethics; Biology; Computational biology; World Wide Web; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0157807,0.0004894573,0.0004126706,0.001429292,0.003763486,0.01106225,0.001326284,0.007577682,0.02978251],"category_scores_gemma":[0.0515767,0.0006427107,0.0003941848,0.001838941,0.01106174,0.01787546,0.003594055,0.00603545,0.01594026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002780243,"about_ca_system_score_gemma":0.008021443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003536052,"about_ca_topic_score_gemma":0.004312454,"domain_scores_codex":[0.9930373,0.003352639,0.0001666374,0.0007991766,0.001255343,0.00138893],"domain_scores_gemma":[0.9521793,0.01443209,0.004338519,0.003356553,0.008732372,0.01696124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002521616,0.0003291848,0.01963534,0.0002279508,0.00004427091,0.0005537536,0.005161544,0.0002525785,0.0009143821,0.3967742,0.4358465,0.1400081],"study_design_scores_gemma":[0.00004229238,0.00005429155,0.003640538,0.0001647632,0.00001610657,0.0003554889,0.00429837,0.0001207568,0.0006857942,0.1418187,0.8487734,0.00002947043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01431964,0.004672504,0.003305488,0.9089866,0.006830189,0.00002846654,0.0002198783,0.0001415714,0.06149572],"genre_scores_gemma":[0.4313898,0.02437632,0.007820363,0.3901466,0.01166759,0.0002198955,0.0006531902,0.000353068,0.1333731],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9962365,"threshold_uncertainty_score":0.09963238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144115839970042,"score_gpt":0.3961363833398038,"score_spread":0.2817247993427996,"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."}}