{"id":"W4206128960","doi":"10.1038/s41587-020-0723-9","title":"Third-quarter biotech job picture","year":2020,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Business; Biotechnology; Biology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006673829,0.0003352693,0.0002388185,0.0007548709,0.002845297,0.003781107,0.0007005993,0.002329316,0.1792664],"category_scores_gemma":[0.001036116,0.0001343164,0.0002575149,0.0007407304,0.0004278712,0.001420307,0.001425555,0.002393367,0.07595906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866272,"about_ca_system_score_gemma":0.003716391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01723481,"about_ca_topic_score_gemma":0.0366621,"domain_scores_codex":[0.9994648,0.00002295874,0.00001008068,0.00004037528,0.0002421706,0.0002194964],"domain_scores_gemma":[0.9986363,0.00004578634,0.00003532087,0.00002917707,0.0003029724,0.0009503465],"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":[0.00007380257,0.00003483973,0.0007383805,0.00002656279,9.742338e-7,0.0000669562,0.0000717888,0.00003806211,0.0003998009,0.003138484,0.9808054,0.014605],"study_design_scores_gemma":[0.00001607207,0.00003124558,0.009419794,0.00003034951,0.000001187917,0.00006207682,0.000915652,0.0001121826,0.0002220692,0.0009442329,0.9882364,0.000008758222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02357657,0.002017566,0.000768332,0.205654,0.03007655,0.00008831369,0.009190758,0.0007672793,0.7278606],"genre_scores_gemma":[0.0291843,0.000712611,0.0001663533,0.01471749,0.001601405,0.0000319248,0.001950644,0.0001251035,0.9515101],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1792664,"threshold_uncertainty_score":0.5997057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00616678245845795,"score_gpt":0.2387555606292108,"score_spread":0.2325887781707529,"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."}}