{"id":"W4400721672","doi":"10.3390/antibiotics13070657","title":"Testing Different Message Styles about Unnecessary Antibiotics Using an Online Platform","year":2024,"lang":"en","type":"article","venue":"Antibiotics","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Computer science; Antibiotics; Internet privacy; Microbiology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002249782,0.0004636666,0.0005339146,0.000223714,0.0003726465,0.0001569355,0.0004226796,0.0005239608,0.0001302402],"category_scores_gemma":[0.0000913983,0.0003646255,0.0001535175,0.0004460627,0.0004127946,0.0003258432,0.0001873094,0.0006727632,0.0001784013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007145255,"about_ca_system_score_gemma":0.0001447666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001207336,"about_ca_topic_score_gemma":0.0001229873,"domain_scores_codex":[0.9977503,0.00009721414,0.000584121,0.0006881503,0.00010992,0.0007703283],"domain_scores_gemma":[0.9988231,0.0002938423,0.0001375993,0.0005627758,0.0001049684,0.0000777303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006360929,0.001223403,0.04272475,0.0009553416,0.0006460967,0.000390524,0.000538872,0.0001374709,0.9332708,0.007135953,0.001119751,0.01179341],"study_design_scores_gemma":[0.001810119,0.0009947402,0.1291922,0.005411642,0.00109356,0.0007857001,0.003770189,0.01586,0.8285036,0.0007563728,0.009493166,0.002328702],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984813,0.009207897,0.002103115,0.00009008229,0.001663424,0.0002213032,0.0002418925,0.0004817208,0.001177594],"genre_scores_gemma":[0.9948444,0.0005826114,0.002211098,0.0001727291,0.0002640963,1.967624e-8,0.0003167705,0.00009141673,0.001516897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1047672,"threshold_uncertainty_score":0.9998806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06841994469215751,"score_gpt":0.2952946825662443,"score_spread":0.2268747378740868,"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."}}