{"id":"W4402986399","doi":"10.9734/jammr/2024/v36i105606","title":"Breaking the Antibiotic Habit: Shorter Treatments for Complicated Appendicitis","year":2024,"lang":"en","type":"article","venue":"Journal of Advances in Medicine and Medical Research","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Anglo American (Canada)","funders":"","keywords":"Habit; Medicine; Antibiotics; Appendicitis; General surgery; Biology; Psychology; Microbiology; Social psychology","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":[0.004300709,0.0001307717,0.0005069561,0.0005373189,0.0001097241,0.00002909705,0.0002139506,0.00008502821,0.0003334946],"category_scores_gemma":[0.001745889,0.00006431894,0.00008853622,0.0005017918,0.000875667,0.0001568921,0.00008094386,0.000799018,0.000005609887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001214315,"about_ca_system_score_gemma":0.0001864713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004169833,"about_ca_topic_score_gemma":0.00003556551,"domain_scores_codex":[0.9969811,0.0001221136,0.0006253003,0.0002381763,0.001605752,0.0004275432],"domain_scores_gemma":[0.99723,0.001981094,0.00007791239,0.0001561657,0.0002016627,0.000353179],"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":[0.0003289001,0.0002753502,0.009194222,0.000840964,0.0002580127,0.002347291,0.0007218141,0.000001786957,0.0002687225,0.00904953,0.03999862,0.9367148],"study_design_scores_gemma":[0.004812368,0.004606171,0.02142876,0.01563136,0.0003146723,0.001771192,0.002901855,0.001479819,0.0001560018,0.004999396,0.9417766,0.0001218572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2385996,0.4204859,0.01450423,0.2999429,0.002096708,0.003444081,0.00001665979,0.00005224449,0.02085768],"genre_scores_gemma":[0.9067684,0.09008191,0.0003026745,0.001502984,0.0009504576,0.00002436125,0.000008748592,0.0000213753,0.0003390478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9365929,"threshold_uncertainty_score":0.3651532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108068450646443,"score_gpt":0.5136392098918676,"score_spread":0.4055707592454246,"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."}}