{"id":"W4316037047","doi":"10.1108/978-1-80382-533-520231002","title":"Literature Review","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sherritt (Canada)","funders":"","keywords":"Philosophy","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00119656,0.0004589908,0.0006142167,0.00013233,0.0001502161,0.00002237954,0.000447157,0.001121443,0.05005326],"category_scores_gemma":[0.0003362636,0.0003722994,0.0003143296,0.00008950234,0.0001886278,0.0001577308,0.000173867,0.004133367,0.01815065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000401643,"about_ca_system_score_gemma":0.0001288042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.382952e-7,"about_ca_topic_score_gemma":0.000003391362,"domain_scores_codex":[0.9980882,0.0001517826,0.000529987,0.0004915106,0.0003281546,0.000410378],"domain_scores_gemma":[0.9978399,0.0009247182,0.0002965603,0.0003279163,0.0001329353,0.0004780295],"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":[0.00004232393,0.00002828694,9.931972e-7,0.002814489,0.0003368733,0.0009200981,0.00002843516,3.012333e-7,0.00003246341,0.107142,0.8374448,0.0512089],"study_design_scores_gemma":[0.000381251,0.0000377286,8.843169e-7,0.004490876,0.0007986692,0.000104765,0.000001204431,0.00001536435,0.00007893158,0.0107491,0.9829422,0.0003990663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.021549e-7,0.1682001,0.000004004147,0.01224903,0.00298031,0.0005017277,0.0001526523,0.0004003727,0.8155115],"genre_scores_gemma":[0.000007555893,0.4196882,0.00001714108,0.05201063,0.0006542814,0.00002139743,0.0001958509,0.00005069522,0.5273543],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2881572,"threshold_uncertainty_score":0.9998729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2910556575220225,"score_gpt":0.5146219038016687,"score_spread":0.2235662462796462,"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."}}