{"id":"W2162122482","doi":"10.1111/j.2042-7174.2012.00230.x","title":"Product standardisation as a tool to control prescribing costs – a case study of alginate liquid preparations","year":2012,"lang":"en","type":"article","venue":"International Journal of Pharmacy Practice","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Medicine; Medical prescription; Product (mathematics); Psychological intervention; Promotion (chess); Agency (philosophy); Northern ireland; Health care; Control (management); Interrupted Time Series Analysis; Operations management; Family medicine; Nursing","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":[0.002213043,0.0001406469,0.0002946772,0.000186483,0.00009588923,0.00005771678,0.0001625916,0.0000173281,0.0002201679],"category_scores_gemma":[0.006171538,0.000116145,0.00009922716,0.0001729534,0.00002731519,0.002222225,0.00008032585,0.000380978,0.00002181053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002694844,"about_ca_system_score_gemma":0.0001996334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004099911,"about_ca_topic_score_gemma":0.000007352321,"domain_scores_codex":[0.9974898,0.0003474627,0.0007578444,0.0001439415,0.001054968,0.0002059928],"domain_scores_gemma":[0.9952495,0.0009824045,0.0009003133,0.000129225,0.002485324,0.0002531976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.326891,0.04629388,0.06519581,0.0002855105,0.02725702,0.02524905,0.0845636,0.002012619,0.1899242,0.00150973,0.02229956,0.2085179],"study_design_scores_gemma":[0.03389271,0.005511215,0.001770464,0.0002128028,0.004936873,0.07541786,0.02006819,0.0007858883,0.04167936,0.00001528393,0.8153139,0.0003954132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978542,0.001310253,0.001365034,0.01380494,0.001207703,0.0008815195,0.00002093785,0.00001315894,0.002854466],"genre_scores_gemma":[0.9958543,0.0001428799,0.0008845737,0.001919189,0.001096496,0.00002463784,0.000001540675,0.00001521985,0.00006119585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7930144,"threshold_uncertainty_score":0.7388353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0871263987427362,"score_gpt":0.4892026701986126,"score_spread":0.4020762714558764,"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."}}