{"id":"W3080218155","doi":"10.3389/fvets.2020.00490","title":"Perception of Drug Vendors and Pig and Poultry Farmers of Imerintsiatosika, in Madagascar, Toward Risks Related to Antibiotic Usage: A Q-Method Approach","year":2020,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Q Methodology Applications","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Universitaire de la Francophonie","keywords":"Antimicrobial; Antibiotic resistance; Veterinary drug; Antimicrobial drug; Environmental health; Resistance (ecology); Biotechnology; Antibiotics; Medicine; Biology; Ecology; Microbiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006933978,0.0001520816,0.0004950987,0.0009928949,0.00005929904,0.00003530388,0.0008624545,0.00009293747,0.000006565285],"category_scores_gemma":[0.002256087,0.0001400491,0.00004253717,0.004160222,0.001264198,0.00041332,0.0004354612,0.0002494137,0.00000220307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005242243,"about_ca_system_score_gemma":0.0001199399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009851924,"about_ca_topic_score_gemma":5.09381e-7,"domain_scores_codex":[0.9966561,0.0007691335,0.0007301894,0.0009197334,0.0006235788,0.0003013203],"domain_scores_gemma":[0.9986053,0.0004420351,0.0002535447,0.0004077191,0.00009354781,0.0001978407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00021966,0.0001061073,0.7616329,0.00005146144,0.000007317833,0.000009915768,0.01819773,0.001154104,0.1473362,0.0001719095,0.0001856388,0.07092708],"study_design_scores_gemma":[0.0004669906,0.0004326648,0.940073,0.00003082765,0.000008611975,0.00005186383,0.03807765,0.01787885,0.0005039088,0.002202667,0.00009785319,0.0001750668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079937,0.0001648833,0.09030176,0.0006510169,0.0001739878,0.0003889345,0.000009298672,0.00002245863,0.0002940061],"genre_scores_gemma":[0.6436422,0.00003187206,0.3562275,0.00006549893,0.000003118268,0.000005462737,4.736794e-7,0.000008113143,0.00001573814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2659257,"threshold_uncertainty_score":0.5711036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1679375922155835,"score_gpt":0.43198456564009,"score_spread":0.2640469734245064,"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."}}