{"id":"W4213012697","doi":"10.1038/s41587-022-01214-4","title":"Fourth-quarter biotech job picture","year":2022,"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); Snapshot (computer storage); Job creation; Biotechnology; 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":[0.0009659017,0.0004238643,0.0002894132,0.0008047183,0.002941896,0.004450465,0.0008159473,0.002928658,0.1805219],"category_scores_gemma":[0.001431353,0.0001712331,0.0002902361,0.0006296932,0.0005004816,0.001729949,0.00168955,0.003162291,0.07906759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00182933,"about_ca_system_score_gemma":0.004227663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182059,"about_ca_topic_score_gemma":0.02868339,"domain_scores_codex":[0.9993205,0.00003511037,0.00001395808,0.00005236715,0.0003220859,0.000256022],"domain_scores_gemma":[0.9980932,0.00005996093,0.00004065188,0.00003976069,0.0003807815,0.001385704],"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":[0.00005889488,0.00003372875,0.0004608923,0.0000219047,9.792069e-7,0.00004192446,0.00003694123,0.00003638547,0.0002583126,0.002485569,0.9845352,0.01202929],"study_design_scores_gemma":[0.00001896097,0.00003476786,0.005439177,0.00003014532,0.00000127041,0.00004311545,0.0004891892,0.0001078306,0.0001620393,0.001078373,0.9925862,0.000008970855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0155432,0.002576207,0.000860668,0.3234456,0.05521246,0.00008970321,0.007361505,0.0008272516,0.5940834],"genre_scores_gemma":[0.0194761,0.0007463575,0.0001873072,0.01681856,0.002518206,0.00003219689,0.001534204,0.0001156464,0.9585716],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1805219,"threshold_uncertainty_score":0.6039058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009271512911120317,"score_gpt":0.2972345405671128,"score_spread":0.2879630276559925,"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."}}