{"id":"W4251202744","doi":"10.1038/s41587-019-0120-4","title":"First-quarter biotech job picture","year":2019,"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); Business; Biotechnology; 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":[0.0009232866,0.0004297768,0.000328069,0.0008185316,0.003136185,0.004916668,0.0007716457,0.002839271,0.2556728],"category_scores_gemma":[0.001598538,0.0001777033,0.0002762972,0.0007194781,0.0004834989,0.002271657,0.001713626,0.003527618,0.1140859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161832,"about_ca_system_score_gemma":0.003635966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008290681,"about_ca_topic_score_gemma":0.02129466,"domain_scores_codex":[0.9993174,0.00003731392,0.00001527426,0.00005997513,0.000317826,0.0002522785],"domain_scores_gemma":[0.997772,0.00007296681,0.00004607167,0.0000395305,0.0004017713,0.001667577],"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":[0.00005842182,0.0000350818,0.0003880509,0.0000270832,0.000001054881,0.00004270605,0.0000378064,0.00002401558,0.0002217185,0.002432949,0.9835644,0.01316678],"study_design_scores_gemma":[0.00001895009,0.00003485348,0.004200302,0.00003805706,0.000001226243,0.00005500863,0.0005049648,0.0000737015,0.0001377617,0.001130816,0.993795,0.000009336653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01008112,0.003491698,0.0007646893,0.300994,0.05428578,0.00008197908,0.007333415,0.000795561,0.6221718],"genre_scores_gemma":[0.0212258,0.001281048,0.0002107436,0.02190747,0.003678808,0.00003120857,0.001829545,0.0001760061,0.9496595],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2556728,"threshold_uncertainty_score":0.8553107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006156426532211907,"score_gpt":0.2835216534233238,"score_spread":0.2773652268911119,"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."}}