{"id":"W4210440219","doi":"10.1038/s41587-021-01011-5","title":"Second-quarter biotech job picture","year":2021,"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":"Quarter (Canadian coin); Snapshot (computer storage); Biotechnology; Job creation; Business; Biology; Economics; Computer science; Labour economics; 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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00010354,0.0002792636,0.0004747605,0.0003745247,0.0001303931,0.00001221689,0.000247676,0.0416273,0.001703921],"category_scores_gemma":[0.0002201813,0.000225654,0.0001905679,0.0009764918,0.0003696931,0.00004194505,0.0001633843,0.01623177,0.0002785615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005737528,"about_ca_system_score_gemma":0.0001618081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.943847e-7,"about_ca_topic_score_gemma":0.00002053835,"domain_scores_codex":[0.9983509,0.00003175127,0.0002830733,0.0006712948,0.0001711051,0.0004919375],"domain_scores_gemma":[0.9986099,0.00003750051,0.00007461185,0.001039665,0.0001406914,0.00009762742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001597193,0.0002934259,0.001232423,0.0001468182,0.0005514747,0.003027393,0.00007027496,3.426498e-7,0.7630398,0.1352541,0.08080884,0.01541539],"study_design_scores_gemma":[0.0008486692,0.0001829629,0.002689324,0.00004540677,0.00007926064,0.002916367,0.0001133,0.00001188875,0.5262669,0.001232256,0.4654244,0.0001892175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3766581,0.01727776,0.001081309,0.57528,0.002175451,0.0004609611,0.0000284758,0.002267634,0.02477037],"genre_scores_gemma":[0.9747674,0.001048216,0.004717586,0.01339307,0.0002109054,0.00001118027,0.00005302043,0.00003814207,0.00576041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5981094,"threshold_uncertainty_score":0.9992086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003753949792699154,"score_gpt":0.2389477687411786,"score_spread":0.2351938189484794,"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."}}