{"id":"W4235936736","doi":"10.1038/s41587-019-0305-x","title":"Third-quarter biotech job picture","year":2019,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Biotechnology; Business; Biology; 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":[0.0006481379,0.0003231954,0.0002324542,0.0007600681,0.002879436,0.003656266,0.0006777682,0.002232286,0.173328],"category_scores_gemma":[0.0009941605,0.0001285019,0.0002441008,0.0007631799,0.0004343768,0.001348548,0.001431192,0.0023155,0.06919995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834134,"about_ca_system_score_gemma":0.003403468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.016769,"about_ca_topic_score_gemma":0.03541369,"domain_scores_codex":[0.9994892,0.00002229443,0.000009769165,0.00003809417,0.0002244011,0.0002163321],"domain_scores_gemma":[0.9987207,0.00004502247,0.00003614626,0.00002855249,0.0002740073,0.0008955171],"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":[0.00008665438,0.00003730173,0.000877533,0.00002950163,0.000001073609,0.0000776536,0.00009166154,0.00004142359,0.0004439017,0.003563527,0.9786435,0.01610625],"study_design_scores_gemma":[0.00001692047,0.00003373611,0.01104562,0.00003215633,0.00000124515,0.00006998841,0.001052437,0.0001175412,0.00023982,0.00100719,0.986374,0.000009399607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02800717,0.00211777,0.0007576525,0.2138045,0.02767665,0.00008674127,0.009564061,0.0007611755,0.7172243],"genre_scores_gemma":[0.03548323,0.0007470429,0.000166469,0.01476667,0.001648239,0.00003241298,0.002003785,0.0001224007,0.9450298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.173328,"threshold_uncertainty_score":0.5798401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002680032214551184,"score_gpt":0.2294027088283104,"score_spread":0.2267226766137592,"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."}}