{"id":"W4242136128","doi":"10.1002/biot.200990070","title":"In this issue: Biotechnology Journal 8/2009","year":2009,"lang":"en","type":"article","venue":"Biotechnology Journal","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Financial crisis; Boom; Business; Biotechnology; Politics; Biofuel; Product (mathematics); Economics; Engineering; Political science; Biology; Law","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0008074649,0.0003888398,0.0007748745,0.002570009,0.0003990305,0.00004370799,0.0006971015,0.01566103,0.00174767],"category_scores_gemma":[0.000436508,0.000309184,0.0002654617,0.001367161,0.0007096766,0.0002212133,0.00009465182,0.02061281,0.0004982993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002400734,"about_ca_system_score_gemma":0.00027347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006050187,"about_ca_topic_score_gemma":0.000004312752,"domain_scores_codex":[0.9972215,0.00008250883,0.0009442807,0.0004387491,0.0002970252,0.001015976],"domain_scores_gemma":[0.9985827,0.00003452487,0.0003967277,0.0006214458,0.0001265379,0.0002380332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009883975,0.001598687,0.001578786,0.00002925325,0.0004992895,0.02102392,0.000291788,0.000009157599,0.3288079,0.04310235,0.2621316,0.3399389],"study_design_scores_gemma":[0.004515121,0.002992231,0.002744622,0.0002756772,0.0001478388,0.1654051,0.0003252178,0.00007482572,0.1683346,0.01526986,0.6394451,0.0004698001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1592914,0.009894624,0.001596314,0.8223597,0.001683276,0.0002862724,0.00000234493,0.0005538967,0.004332121],"genre_scores_gemma":[0.9100834,0.05113376,0.01328329,0.01840295,0.001194203,0.000005230285,0.000004238337,0.0000672208,0.005825761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8039568,"threshold_uncertainty_score":0.999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007535280309810653,"score_gpt":0.2631984491641355,"score_spread":0.2556631688543249,"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."}}