{"id":"W4250961725","doi":"10.3410/f.733688889.793548891","title":"Faculty Opinions recommendation of Liquid crystalline bacterial outer membranes are critical for antibiotic susceptibility.","year":2018,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Antibiotics; Membrane; Microbiology; Chemistry; Biology; Biochemistry","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017828,0.0005216983,0.0008899124,0.000174621,0.000261405,0.0001734272,0.001309716,0.0009702491,0.0004094701],"category_scores_gemma":[0.02524938,0.0003804163,0.0007500219,0.0006257468,0.0006516527,0.00005175933,0.0004978565,0.000422163,0.00001486243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005431989,"about_ca_system_score_gemma":0.0004368462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002640077,"about_ca_topic_score_gemma":0.00003995034,"domain_scores_codex":[0.9955771,0.0005289726,0.001815934,0.001006005,0.0006784673,0.0003935294],"domain_scores_gemma":[0.9874935,0.0001563752,0.001349843,0.001769273,0.008968654,0.0002623774],"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":[0.0001281915,0.0004915973,0.000007538967,0.0112906,0.0001066859,8.565514e-8,0.00002978169,4.179271e-8,0.001827834,0.00003536751,0.9859169,0.0001654431],"study_design_scores_gemma":[0.0006675135,0.0004894423,0.0006591647,0.004193723,0.0001848406,0.00001891461,0.00002329581,0.000006066936,0.001272743,0.00001174576,0.992102,0.0003705039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006524476,0.0002541983,0.0001230134,0.07002434,0.00176986,0.001508921,0.9262213,0.00002440759,0.000008771083],"genre_scores_gemma":[0.0002519306,0.0001276047,0.001435344,0.001866393,0.001437575,0.0001167776,0.9942496,0.0000375813,0.0004772042],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.06815795,"threshold_uncertainty_score":0.9998648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03713832655702944,"score_gpt":0.361501545470431,"score_spread":0.3243632189134015,"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."}}