{"id":"W4206698170","doi":"10.1038/s41587-021-00919-2","title":"First-quarter biotech job picture","year":2021,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Science, Research, and Medicine","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":[0.0009447329,0.0004379717,0.0003326702,0.0008159943,0.003120783,0.004952378,0.0007848117,0.002879557,0.2629489],"category_scores_gemma":[0.001647821,0.000183013,0.0002858262,0.0007138675,0.0004723591,0.002312965,0.001705747,0.003551321,0.1208218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001656728,"about_ca_system_score_gemma":0.003872498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008508298,"about_ca_topic_score_gemma":0.02210504,"domain_scores_codex":[0.9992878,0.00003846143,0.00001570156,0.00006199536,0.0003356049,0.0002604811],"domain_scores_gemma":[0.997621,0.00007521982,0.00004661614,0.00004076247,0.000439137,0.001777226],"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":[0.00005199717,0.00003378648,0.0003711919,0.00002536001,9.881905e-7,0.00004051853,0.00003345843,0.00002308366,0.0002079179,0.002193455,0.9847457,0.01227237],"study_design_scores_gemma":[0.0000181169,0.00003281109,0.003973531,0.00003698495,0.000001179231,0.000053402,0.0004771774,0.0000710723,0.0001304313,0.001064912,0.9941316,0.000008851661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.009197726,0.003310021,0.0007533214,0.2933643,0.05589861,0.00008386376,0.007231561,0.0007815002,0.6293789],"genre_scores_gemma":[0.01894354,0.00122164,0.0002084576,0.02197789,0.003591563,0.00003129842,0.001823636,0.0001770903,0.9520249],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2629489,"threshold_uncertainty_score":0.8796517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008985739603203025,"score_gpt":0.2987570038258902,"score_spread":0.2897712642226872,"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."}}