{"id":"W4411661121","doi":"10.51847/wwpnhtoy8p","title":"10.51847/wWPNHToY8P","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug; Orthopedic surgery; Antibiotics; Medicine; Emergency medicine; Intensive care medicine; Pharmacology; Surgery; Microbiology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007048494,0.0001941641,0.0002164106,0.00007191814,0.0002124319,0.00002231086,0.0003634529,0.0002007787,0.99883],"category_scores_gemma":[0.0001802388,0.000183547,0.00008101098,0.0002362279,0.0001198165,0.0002193719,0.00005525632,0.0006907333,0.9888192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003557325,"about_ca_system_score_gemma":0.00006149714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001065504,"about_ca_topic_score_gemma":1.220438e-7,"domain_scores_codex":[0.9983853,0.0003454347,0.0002673044,0.0002999801,0.0001931423,0.0005088092],"domain_scores_gemma":[0.9985936,0.0004700544,0.00005194811,0.0002032481,0.00004128175,0.0006398542],"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":[0.0006091745,0.0002170761,0.000001130772,0.000009195542,0.0000676932,0.0000441898,0.00003804488,0.00009653556,0.0009988046,0.000004985972,0.2379974,0.7599158],"study_design_scores_gemma":[0.0009539297,0.0001486252,0.00002644491,0.000007238946,0.0001154456,0.00003285506,0.000001588819,0.0006872196,0.001112889,0.00001088881,0.9966705,0.0002323891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006790327,0.0002856155,8.407039e-7,0.004118561,0.00004123453,0.0002841331,0.00003341632,0.0002181082,0.9882278],"genre_scores_gemma":[0.005592572,0.00001529234,0.00005455098,0.006119451,0.0004887929,0.00004541238,0.00002126893,0.00002424937,0.9876384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7596834,"threshold_uncertainty_score":0.748483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08249049595023931,"score_gpt":0.4008324348599142,"score_spread":0.3183419389096748,"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."}}