{"id":"W4406500907","doi":"10.1016/j.ymed.2016.06.001","title":"10.1016/j.ymed.2016.06.001","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Streptococcus pneumoniae; Pneumonia; Antimicrobial; Microbiology; Antibiotic resistance; Internal medicine; Antibiotics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005849949,0.0007856233,0.000423834,0.001121492,0.0008446657,0.002205646,0.0008017455,0.003154603,0.8749444],"category_scores_gemma":[0.001482638,0.0003042476,0.0004609564,0.0004760099,0.0006361436,0.001945739,0.00111155,0.00159367,0.8082464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008059995,"about_ca_system_score_gemma":0.001153412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271089,"about_ca_topic_score_gemma":0.002438502,"domain_scores_codex":[0.9997343,0.00002657301,0.0000243301,0.00005485756,0.00007472532,0.00008514958],"domain_scores_gemma":[0.9990735,0.0001204285,0.000118104,0.00003831006,0.0001689576,0.0004805436],"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":[0.0003058585,0.0003265041,0.008361827,0.0004929564,0.00003273589,0.0006252195,0.0001367455,0.0001713163,0.0005994865,0.003482126,0.3947044,0.5907608],"study_design_scores_gemma":[0.00005547775,0.0001201019,0.007537829,0.001097808,0.0000265158,0.004037679,0.0003675664,0.0001769666,0.0003750447,0.002773831,0.9834095,0.00002162426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007825142,0.02095915,0.002066384,0.01931095,0.005170879,0.0001170232,0.004133022,0.001617894,0.9387996],"genre_scores_gemma":[0.02374192,0.007394579,0.00192277,0.003794201,0.001649662,0.00008083144,0.002316937,0.0002394687,0.9588597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1250556,"threshold_uncertainty_score":0.1783767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007431749857546739,"score_gpt":0.2061601520264298,"score_spread":0.198728402168883,"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."}}