{"id":"W6885917943","doi":"10.1371/journal.pone.0292899.s001","title":"Category of prescription quality.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antimicrobial stewardship; Guideline; Medical prescription; Pneumonia; Confidence interval; Community-acquired pneumonia; Retrospective cohort study; Defined daily dose","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002330272,0.0005474271,0.0007053155,0.006941872,0.000778856,0.001726731,0.001432767,0.0006648283,0.07028095],"category_scores_gemma":[0.02685129,0.0002324024,0.001609921,0.0104543,0.0004116683,0.001064987,0.001591798,0.001143149,0.009710095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004892737,"about_ca_system_score_gemma":0.008410905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.193328,"about_ca_topic_score_gemma":0.1728694,"domain_scores_codex":[0.9922024,0.0008647612,0.001788279,0.001000464,0.003025783,0.001118217],"domain_scores_gemma":[0.9810612,0.002226038,0.006430968,0.001071314,0.007773331,0.00143719],"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":[0.0005192211,0.000129741,0.4325126,0.003153926,0.0003950386,0.0001517268,0.0006966896,0.0006856105,0.0002448508,0.005647544,0.4658243,0.09003871],"study_design_scores_gemma":[0.0001496537,0.0001327732,0.7348901,0.001674179,0.0001635213,0.0005358875,0.001038309,0.001668639,0.000196735,0.001830103,0.2576563,0.00006379394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.04391747,0.002814732,0.001916819,0.003064026,0.0009293374,0.001248986,0.8478602,0.0006684134,0.09758008],"genre_scores_gemma":[0.4271368,0.002837163,0.008476363,0.003144011,0.0006382579,0.002707682,0.514348,0.0004728531,0.04023886],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.929719,"threshold_uncertainty_score":0.3844054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05610688439716278,"score_gpt":0.2934706581638412,"score_spread":0.2373637737666784,"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."}}