{"id":"W4405926288","doi":"10.3399/bjgp.2024.0498","title":"General practice chlamydia testing: a qualitative study of staff approaches using behavioural change theory","year":2024,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institute for Health and Care Research; National Institute for Health Research Health Protection Research Unit","keywords":"Chlamydia; Medicine; Qualitative research; General practice; Data science; Computer science; Family medicine; Immunology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008216824,0.0002498652,0.0005264828,0.0004286524,0.0003328364,0.0002375485,0.0003494851,0.0001996664,0.0001539415],"category_scores_gemma":[0.01194393,0.0002545322,0.0001788739,0.0007876028,0.0003316806,0.002999529,0.0001602512,0.001911119,0.00003231307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002098511,"about_ca_system_score_gemma":0.0004357793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00444032,"about_ca_topic_score_gemma":0.00004194007,"domain_scores_codex":[0.9911022,0.006654618,0.001001525,0.0004676301,0.0003173319,0.0004566738],"domain_scores_gemma":[0.9931931,0.003664777,0.0009702574,0.0002981182,0.001805376,0.00006833959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.006350911,0.03090067,0.002142982,0.0004130173,0.01237646,0.009386447,0.2051042,0.001311772,0.4273866,0.004857748,0.005699272,0.2940699],"study_design_scores_gemma":[0.008184244,0.01571245,0.01963776,0.001292164,0.006013873,0.3069106,0.5842662,0.0005125217,0.02585406,0.001292822,0.02852907,0.001794266],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734046,0.02179948,0.000553778,0.0004676407,0.001297125,0.0006848897,0.00004233094,0.00004044129,0.001709739],"genre_scores_gemma":[0.9900125,0.0003424896,0.007730869,0.0000545685,0.0006687035,0.00003118716,0.00001196712,0.00005830671,0.001089419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4015326,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2714657401957849,"score_gpt":0.4285284110759985,"score_spread":0.1570626708802136,"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."}}