{"id":"W2440391107","doi":"10.1093/cid/ciu510","title":"Medical Biotechnology","year":2014,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Biotechnology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003111773,0.0001201372,0.0003990359,0.000107261,0.00008663614,0.000005264649,0.0001233243,0.005306173,0.0008679195],"category_scores_gemma":[0.004883888,0.00008952226,0.0002338169,0.0002129957,0.0008627627,0.00002110232,0.00009139391,0.002498233,0.0006328542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001280711,"about_ca_system_score_gemma":0.00008911858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004291257,"about_ca_topic_score_gemma":0.000005335874,"domain_scores_codex":[0.9987881,0.00009385681,0.0004044163,0.0003179205,0.0001622269,0.0002334551],"domain_scores_gemma":[0.9986985,0.0004048672,0.0000687453,0.0004259665,0.00004432704,0.0003576474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009381153,0.00218241,0.562469,0.0000707789,0.0003729143,0.000192539,0.00000471158,9.373026e-7,0.00006372279,0.1041884,0.02404056,0.3063202],"study_design_scores_gemma":[0.005111775,0.002709849,0.5367162,0.0001867608,0.000559694,0.0003360704,0.00001328567,0.0010875,0.0005134472,0.009463585,0.4429527,0.0003491392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8250918,0.001040616,0.005258533,0.1423045,0.00191194,0.0003005393,0.000004237005,0.002419918,0.0216679],"genre_scores_gemma":[0.9871678,0.001974749,0.00002838502,0.01006942,0.000414364,0.00001058974,0.00001078985,0.00001509947,0.0003087811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4189121,"threshold_uncertainty_score":0.9998031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462883774931831,"score_gpt":0.343094364264579,"score_spread":0.3284655265152607,"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."}}