{"id":"W4283121599","doi":"10.1093/cid/ciac476","title":"The<i>Staphylococcus aureus</i>Network Adaptive Platform Trial Protocol: New Tools for an Old Foe","year":2022,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; McGill University Health Centre","funders":"Medical Research Council","keywords":"Medicine; Staphylococcus aureus; Protocol (science); Staphylococcal infections; Microbiology; Bacteria; Biology; Genetics; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001287952,0.0002534749,0.0006234406,0.00003135951,0.00116053,0.0001279404,0.0002594173,0.0001257405,0.0002580515],"category_scores_gemma":[0.002613373,0.0001826891,0.0008038928,0.0002661141,0.0002868063,0.0002350033,0.0001583566,0.000562398,0.00001655851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001762655,"about_ca_system_score_gemma":0.001129353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005036903,"about_ca_topic_score_gemma":0.0003664745,"domain_scores_codex":[0.997104,0.0002719788,0.0009800871,0.0006381911,0.0004455662,0.0005601301],"domain_scores_gemma":[0.9946734,0.003393601,0.0003131931,0.0008036053,0.0001759769,0.00064018],"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":[0.2630386,0.007014435,0.2470243,0.000154666,0.0006328699,0.0000424081,0.0001459681,0.0003388207,0.00002007043,0.006861433,0.3325242,0.1422022],"study_design_scores_gemma":[0.1117945,0.04702355,0.1952237,0.00008423148,0.0007757263,0.000003555417,0.0009579906,0.0008043958,0.0000133261,0.03117086,0.6114461,0.0007020813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.686115,0.000502631,0.002983672,0.0008501446,0.003596643,0.2990143,0.0005197853,0.0009571424,0.005460665],"genre_scores_gemma":[0.8615398,0.00003705567,0.00009725134,0.002965151,0.005893779,0.1248781,0.0001349411,0.00007163089,0.004382234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789218,"threshold_uncertainty_score":0.8925973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1301698195594474,"score_gpt":0.4209874548551737,"score_spread":0.2908176352957262,"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."}}