{"id":"W7028468198","doi":"","title":"Evaluating and Optimising the Retrieval of Research Evidence
\\nfor Systematic Reviews of Adverse Drug Effects and Adverse Drug Reactions
\\n","year":2013,"lang":"en","type":"dissertation","venue":"White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York)","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane","funders":"Medical Research Council; University of Alberta","keywords":"Adverse effect; Systematic review; MEDLINE; Clinical trial; Dysgeusia","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002569783,0.0003618138,0.001310822,0.0007860115,0.0006345655,0.000009106504,0.001081972,0.0004376618,0.0001890083],"category_scores_gemma":[0.0008765846,0.0003637766,0.0004150667,0.001132358,0.00130786,0.0005738884,0.0003819977,0.001025132,0.000007296044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001309169,"about_ca_system_score_gemma":0.0001689628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004208682,"about_ca_topic_score_gemma":0.002181341,"domain_scores_codex":[0.99696,0.0009045384,0.0005252379,0.0004045489,0.0008530459,0.0003525978],"domain_scores_gemma":[0.9938782,0.003246019,0.001037873,0.0007288721,0.0009401065,0.0001688765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.007140555,0.00171529,0.006279268,0.4412445,0.00544565,0.0001015997,0.4192401,0.05853909,0.04107517,0.001950523,0.006051341,0.01121692],"study_design_scores_gemma":[0.004104679,0.0008413056,0.02257815,0.05698184,0.004716232,0.00001602529,0.840266,0.0663631,0.001547647,0.0001799435,0.001198893,0.001206176],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917577,0.003344548,0.0006186481,0.0003553322,0.0001868151,0.001891989,0.00008806714,0.0000520518,0.001704873],"genre_scores_gemma":[0.9718608,0.01461534,0.003944683,0.000007161364,0.0000291186,7.186256e-8,0.00008397218,0.00003479248,0.009424072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4210259,"threshold_uncertainty_score":0.9998814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05560614468927112,"score_gpt":0.2999167561443062,"score_spread":0.2443106114550351,"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."}}