{"id":"W4237096686","doi":"10.1038/s41587-021-00820-y","title":"Fourth-quarter biotech job picture","year":2021,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Job creation; Biotechnology; Business; Biology; Economics; Labour economics; 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":[0.0009760491,0.0004270941,0.0002933216,0.0008046788,0.002966815,0.004467926,0.0008179301,0.002934989,0.1830762],"category_scores_gemma":[0.001445131,0.0001714149,0.0002920531,0.0006276569,0.0005049524,0.001743737,0.001708254,0.003164482,0.08056548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001837504,"about_ca_system_score_gemma":0.004256436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01151887,"about_ca_topic_score_gemma":0.02836901,"domain_scores_codex":[0.9993169,0.00003563904,0.00001404015,0.00005239309,0.0003234012,0.0002576155],"domain_scores_gemma":[0.9980483,0.0000604779,0.00004074472,0.00004018198,0.0003848569,0.001425465],"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":[0.00005712475,0.00003328424,0.0004517826,0.00002147433,9.62566e-7,0.000041428,0.00003580791,0.00003538439,0.0002508638,0.002410749,0.9847831,0.01187805],"study_design_scores_gemma":[0.00001864954,0.00003460142,0.005222869,0.00002986945,0.000001254486,0.00004337198,0.0004789587,0.0001061126,0.0001580711,0.001075235,0.9928222,0.000008833167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0150172,0.002596104,0.0008554342,0.3295034,0.05684597,0.00008845524,0.007059069,0.000815437,0.5872189],"genre_scores_gemma":[0.01888852,0.0007479597,0.0001851649,0.0169103,0.002586216,0.00003158937,0.001485506,0.000114549,0.9590502],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1830762,"threshold_uncertainty_score":0.6124508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009937940535425056,"score_gpt":0.3076344852024631,"score_spread":0.297696544667038,"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."}}