{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001419823,0.0003043348,0.0005140537,0.0005604315,0.00008450027,0.000009489154,0.0003713375,0.04498119,0.0004677214],"category_scores_gemma":[0.0001007368,0.0002245668,0.0001825527,0.000772118,0.0003144832,0.00005146421,0.0001432549,0.01699318,0.00151624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005994783,"about_ca_system_score_gemma":0.00007271217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003500045,"about_ca_topic_score_gemma":0.000003827056,"domain_scores_codex":[0.9983165,0.00002202399,0.0002802393,0.0006516175,0.0002055363,0.0005240982],"domain_scores_gemma":[0.9985781,0.00003721449,0.00009325866,0.001133982,0.00007396118,0.00008342571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005460708,0.0003245203,0.01313784,0.0002229201,0.0006422527,0.000456679,0.0001177219,0.000001788182,0.6475002,0.2413328,0.08392321,0.01179394],"study_design_scores_gemma":[0.002263011,0.001030572,0.009973544,0.0001251288,0.0001385729,0.001524677,0.0002088726,0.00008399732,0.3492751,0.001973303,0.6329585,0.0004447185],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6489241,0.004641403,0.000348892,0.314127,0.00204456,0.0008969179,0.000009132165,0.00220018,0.02680791],"genre_scores_gemma":[0.9852093,0.0005965717,0.002061678,0.007902928,0.0001351573,0.000009703771,0.00002035631,0.00003425259,0.004030087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5490353,"threshold_uncertainty_score":0.9992612,"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."}}