{"id":"W4290786334","doi":"10.1038/s41587-022-01421-z","title":"Second-quarter biotech job picture","year":2022,"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); Business; Biotechnology; Quarter (Canadian coin); Job creation; Biology; Economics; Labour economics; Computer science; 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":[0.0006175705,0.0003628662,0.0002579464,0.000793292,0.003129531,0.003882599,0.0006873823,0.002477662,0.1990645],"category_scores_gemma":[0.001120859,0.0001461555,0.0002283542,0.0006488409,0.0003914109,0.00161557,0.00151402,0.002677454,0.07529435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001714782,"about_ca_system_score_gemma":0.00326649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436833,"about_ca_topic_score_gemma":0.03512727,"domain_scores_codex":[0.9994596,0.00002432882,0.000009803519,0.00004500227,0.0002456538,0.0002157161],"domain_scores_gemma":[0.9986383,0.00004751275,0.00003143907,0.00002659701,0.0002928154,0.0009633075],"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":[0.0000771106,0.00003761459,0.0006740279,0.00002826328,9.697188e-7,0.0000795538,0.00008403935,0.00003797481,0.0004198979,0.003036153,0.9825665,0.01295799],"study_design_scores_gemma":[0.0000177403,0.00003504679,0.009115997,0.00002713087,0.000001060666,0.00006919572,0.0009290117,0.0001038286,0.0001920092,0.0008550099,0.9886446,0.000009259361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0225518,0.001748056,0.0006702254,0.2054235,0.03253336,0.00009387467,0.008745293,0.0006504161,0.7275836],"genre_scores_gemma":[0.02184314,0.0004727309,0.0001189981,0.01223898,0.001593013,0.0000288647,0.001635828,0.0001033963,0.961965],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1990645,"threshold_uncertainty_score":0.6659371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003482667954245039,"score_gpt":0.2293977443742949,"score_spread":0.2259150764200498,"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."}}