{"id":"W3115031884","doi":"10.7416/ai.2021.2405","title":"Antibiotic resistance: is knowledge the only driver for awareness and appropriate use of antibiotics?","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Antibiotics; Anxiety; Antibiotic resistance; Resistance (ecology); Logistic regression; Medicine; Perception; Cross-sectional study; Psychology; Family medicine; Psychiatry; Internal medicine; Biology","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":[0.000238425,0.0001597807,0.000327228,0.00004410834,0.0002555375,0.00003240883,0.0001650377,0.0002059615,0.0000175204],"category_scores_gemma":[0.0001874517,0.0001098828,0.0001091611,0.0001835015,0.0004598414,0.00008215506,0.0001081362,0.0001374692,0.00001163119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001517441,"about_ca_system_score_gemma":0.0001140135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002372509,"about_ca_topic_score_gemma":0.0002607981,"domain_scores_codex":[0.9988086,0.0001248655,0.0002801997,0.0003574655,0.00003440387,0.0003944384],"domain_scores_gemma":[0.9989395,0.0003028125,0.0001187756,0.000401928,0.0002103434,0.00002662464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002658913,0.003086713,0.3990714,0.006120293,0.005151559,0.00008304603,0.008599297,0.00001175624,0.2070173,0.06854489,0.1116744,0.1879804],"study_design_scores_gemma":[0.001511455,0.00002369981,0.5391104,0.0001317467,0.0002283029,0.00002904634,0.000366252,0.000007403828,0.3574566,0.0003371178,0.1005235,0.0002745119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824601,0.01372455,0.0005746042,0.0008063436,0.0008007286,0.0007476302,0.0001570998,0.0000332978,0.000695603],"genre_scores_gemma":[0.9706682,0.0008037174,0.0002315075,0.000171557,0.00003616513,0.000003250959,0.00003123632,0.00001955994,0.02803478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1877059,"threshold_uncertainty_score":0.4480889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205754410006672,"score_gpt":0.2424049653294841,"score_spread":0.2103474212294174,"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."}}