{"id":"W2040994510","doi":"10.1038/nbt1109-1056","title":"A third quarter improvement for biotech hiring","year":2009,"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); 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":[0.01289757,0.001022709,0.0008665377,0.002972451,0.007517672,0.0100382,0.002517255,0.008563288,0.0666971],"category_scores_gemma":[0.02445042,0.0005770068,0.00137598,0.001544752,0.002525647,0.004982839,0.005356926,0.007574069,0.01812369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139937,"about_ca_system_score_gemma":0.04360002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02229194,"about_ca_topic_score_gemma":0.03236815,"domain_scores_codex":[0.9868616,0.001660316,0.000374568,0.001120876,0.005259493,0.004723138],"domain_scores_gemma":[0.9665812,0.002863752,0.001146001,0.003002383,0.01012862,0.01627804],"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":[0.000692844,0.0009647501,0.01443726,0.0001968309,0.0000490163,0.0003647739,0.00136012,0.0006122644,0.002810667,0.03898468,0.7024329,0.2370939],"study_design_scores_gemma":[0.000227499,0.001306968,0.07662839,0.0004517307,0.00008371808,0.0004362051,0.005439401,0.001964364,0.003726871,0.02119211,0.8883997,0.0001431187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09994415,0.006184659,0.00713564,0.5492551,0.02739836,0.0004246352,0.001714022,0.003153614,0.3047898],"genre_scores_gemma":[0.3715467,0.001996644,0.00604445,0.1213226,0.003691784,0.0002387054,0.0012684,0.0006270729,0.4932636],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0666971,"threshold_uncertainty_score":0.223124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00459050047629272,"score_gpt":0.2614625892452029,"score_spread":0.2568720887689102,"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."}}