{"id":"W2141211049","doi":"10.1186/1748-5908-2-26","title":"Applying psychological theories to evidence-based clinical practice: Identifying factors predictive of managing upper respiratory tract infections without antibiotics","year":2007,"lang":"en","type":"article","venue":"Implementation Science","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":148,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Medical Research Council; Wellcome Trust","keywords":"Theory of planned behavior; Variance (accounting); Proxy (statistics); Psychology; Explained variation; Social psychology; Respiratory tract infections; Medicine; Applied psychology; Statistics; Control (management); Psychiatry; Mathematics","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":[0.004781975,0.0001419224,0.0002236653,0.0003425857,0.0005751509,0.0000559726,0.0003266933,0.0001063389,0.000118794],"category_scores_gemma":[0.002067793,0.0001139273,0.00008525401,0.0008662966,0.0009911368,0.0008005691,0.00008431607,0.0002523499,0.00003771628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007501146,"about_ca_system_score_gemma":0.0001731666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004994394,"about_ca_topic_score_gemma":0.00002911919,"domain_scores_codex":[0.9978729,0.0002302987,0.0007616477,0.0004870441,0.0002226267,0.0004255172],"domain_scores_gemma":[0.9971812,0.001684524,0.0004214496,0.0002921667,0.0003544583,0.00006619735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001799554,0.0003138686,0.821915,0.00001528172,0.00003179256,0.000002983127,0.000772658,0.00002007741,0.1659404,0.002847829,0.0001009933,0.007859129],"study_design_scores_gemma":[0.0006250438,0.000731056,0.8181862,0.0001400568,0.00005748203,0.000006966042,0.01158727,0.000003288524,0.1669357,0.0001492521,0.00142134,0.0001562974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8967767,0.00020053,0.1007041,0.0001507786,0.0009806007,0.000631849,0.00001353643,0.00005285431,0.0004891201],"genre_scores_gemma":[0.9965585,0.0000364452,0.002523523,0.0008003866,0.00003534227,0.000003246436,0.000005505513,0.000008096327,0.00002898184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09978182,"threshold_uncertainty_score":0.4645822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153830348944481,"score_gpt":0.522356132527462,"score_spread":0.368525783582981,"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."}}