{"id":"W3134929380","doi":"10.1111/apa.15829","title":"Current Care Guidelines had no immediate effects on antitussive prescriptions to Finnish children","year":2021,"lang":"en","type":"article","venue":"Acta Paediatrica","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; George & Fay Yee Centre for Healthcare Innovation; Manitoba Health","funders":"Pirkanmaan Rahasto; Suomen Tuberkuloosin Vastustamisyhdistyksen Säätiö; Hengityssairauksien Tutkimussäätiö; Tampereen Tuberkuloosisäätiö","keywords":"Medicine; Emergency department; Bronchitis; Medical prescription; Bronchiolitis; Outpatient clinic; Pediatrics; Asthma; Ambulatory care; Outpatient visits; Respiratory tract infections; Health care; Emergency medicine; Family medicine; Internal medicine; Respiratory system; Psychiatry; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001440942,0.0002562994,0.0003740258,0.0002501673,0.000217607,0.00006163914,0.0002174647,0.0001751383,0.0002151714],"category_scores_gemma":[0.002220409,0.0002113751,0.0002240176,0.0008554501,0.00003300615,0.00009851027,0.0001766207,0.0006711264,0.001406113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001045959,"about_ca_system_score_gemma":0.0005373174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001349289,"about_ca_topic_score_gemma":0.00000392951,"domain_scores_codex":[0.997647,0.0001514857,0.0003984972,0.0005868123,0.0006909875,0.000525163],"domain_scores_gemma":[0.9975045,0.0002025678,0.00007625401,0.0006736433,0.001054582,0.0004884829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004420978,0.0006147622,0.08033363,0.0004903183,0.0002873363,0.0006327082,0.0006399705,0.00004548742,0.01184756,0.00007257816,0.7696099,0.1349836],"study_design_scores_gemma":[0.003460323,0.001551725,0.3056002,0.0005514158,0.0004159434,0.00004404772,0.0001298764,0.00003277144,0.01789577,0.0000262708,0.6697276,0.0005640554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589003,0.02403284,0.0000347899,0.007931639,0.002191673,0.00150925,0.0001315321,0.0001879126,0.005080009],"genre_scores_gemma":[0.9851293,0.00545734,0.0004105866,0.00303164,0.004216933,0.0001655539,0.0003193438,0.00006244711,0.001206861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2252665,"threshold_uncertainty_score":0.9993714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300479613470089,"score_gpt":0.3335696091598759,"score_spread":0.310564813025175,"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."}}