{"id":"W3000593848","doi":"10.3390/pharmacy8010006","title":"Checking Inhaler Technique in the Community Pharmacy: Predictors of Critical Errors","year":2020,"lang":"en","type":"article","venue":"Pharmacy","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Alberta Health Services","keywords":"Inhaler; Pharmacy; Medicine; Asthma; Community pharmacy; Intensive care medicine; Medical emergency; Emergency medicine; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006037921,0.0001117378,0.0002005548,0.00007912724,0.00008723584,0.000007099117,0.0001990601,0.00002854638,0.0003612514],"category_scores_gemma":[0.0002996856,0.00007951382,0.00008239383,0.0003364384,0.0001769065,0.0001001041,0.00006344407,0.0008599445,0.00002187656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002416427,"about_ca_system_score_gemma":0.00009232826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007173331,"about_ca_topic_score_gemma":0.000001916642,"domain_scores_codex":[0.9987217,0.0004155565,0.0003219157,0.0001081477,0.0002666629,0.0001659929],"domain_scores_gemma":[0.9993744,0.0002029392,0.00005361873,0.0001732963,0.00008407308,0.0001116894],"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":[0.001501781,0.003149455,0.3165702,0.002707302,0.000187916,0.0005741363,0.05714228,0.0000904129,0.58983,0.0009303949,0.02018535,0.007130756],"study_design_scores_gemma":[0.008845421,0.0002991639,0.01403309,0.0003467611,0.0003823787,0.0001809627,0.005966235,0.007402735,0.8500529,0.00006262486,0.1119624,0.0004653256],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778867,0.0002070987,0.0002364511,0.01105759,0.0001299222,0.0005945641,0.00001047397,0.00008024754,0.009796993],"genre_scores_gemma":[0.9897951,0.00002634485,0.0001090573,0.00979617,0.0002012243,0.00003648434,0.000008441437,0.00001515445,0.00001203927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3025371,"threshold_uncertainty_score":0.3955449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202227858844838,"score_gpt":0.3938130282475981,"score_spread":0.2735902423631142,"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."}}