{"id":"W4206225053","doi":"10.1038/s41587-021-01113-0","title":"Third-quarter biotech job picture","year":2021,"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":"Snapshot (computer storage); Quarter (Canadian coin); Biotechnology; Job creation; Business; Biology; Computer science; Labour economics; Economics; Geography; Database","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":[0.0006593368,0.0003293165,0.0002367998,0.0007524564,0.002855759,0.003728488,0.0006875294,0.00227529,0.1769575],"category_scores_gemma":[0.001028747,0.0001321304,0.0002527165,0.000745804,0.0004236735,0.001404396,0.001428981,0.00237313,0.07303489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00186893,"about_ca_system_score_gemma":0.003640201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01711444,"about_ca_topic_score_gemma":0.03671343,"domain_scores_codex":[0.9994673,0.00002272216,0.00001002888,0.00003970997,0.0002397826,0.0002203724],"domain_scores_gemma":[0.9986314,0.00004610915,0.00003617444,0.00002918932,0.0003015999,0.00095554],"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":[0.00007396744,0.00003469828,0.0007915852,0.00002707758,9.831642e-7,0.00007041337,0.00007679187,0.00003855594,0.0004014867,0.003150512,0.9806052,0.01472856],"study_design_scores_gemma":[0.00001587392,0.00003119499,0.01004683,0.00003123372,0.000001193538,0.00006581395,0.0009771965,0.0001129771,0.0002247421,0.0009505564,0.9875335,0.00000887511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0248866,0.002046621,0.0007582873,0.2115566,0.02980657,0.0000873669,0.009354088,0.0007587046,0.7207451],"genre_scores_gemma":[0.03097254,0.000728671,0.0001660945,0.01496878,0.001634343,0.00003211624,0.001994597,0.0001260787,0.9493767],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1769575,"threshold_uncertainty_score":0.5919818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004044797580710629,"score_gpt":0.243852362621488,"score_spread":0.2398075650407774,"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."}}