{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001153144,0.0002851344,0.0004881079,0.0003715253,0.0001427319,0.00001264648,0.000264063,0.04366503,0.0003302171],"category_scores_gemma":[0.0003062508,0.0002249917,0.0002000213,0.001070238,0.0004014445,0.00004112214,0.0001763583,0.01693612,0.0002875473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005793935,"about_ca_system_score_gemma":0.000163162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002095365,"about_ca_topic_score_gemma":0.00001138307,"domain_scores_codex":[0.998297,0.00003363938,0.0002897775,0.0006780127,0.000199017,0.0005025232],"domain_scores_gemma":[0.9985511,0.00003941328,0.00007642451,0.001084002,0.0001523689,0.00009664663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002082941,0.0003812356,0.002083324,0.0001348904,0.000621494,0.003601181,0.00009141871,7.610073e-7,0.6623305,0.2037659,0.1118059,0.01497513],"study_design_scores_gemma":[0.001001552,0.0002292963,0.002937379,0.00006761716,0.0001220297,0.003241623,0.0001739769,0.00002130797,0.5618126,0.001851529,0.4283082,0.0002329002],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.214639,0.01826145,0.001547287,0.7370209,0.002062232,0.000442522,0.00001674667,0.002541994,0.02346788],"genre_scores_gemma":[0.973311,0.002054989,0.006346766,0.01410462,0.0002377097,0.00001216416,0.00004905163,0.00003779063,0.003845913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.758672,"threshold_uncertainty_score":0.9853318,"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."}}