{"id":"W2146188179","doi":"10.1186/1471-2288-13-141","title":"Reference management software for systematic reviews and meta-analyses: an exploration of usage and usability","year":2013,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Systematic review; Computer science; Usability; Software; Software project management; Software review; Software peer review; Software engineering; Software development; MEDLINE; Software construction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6702735,0.002455058,0.006946858,0.04914683,0.002545233,0.01273084,0.004366234,0.003297907,0.002713189],"category_scores_gemma":[0.8966573,0.003578967,0.01317825,0.05748837,0.005478836,0.01677984,0.01046717,0.004922702,0.0005829636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009273177,"about_ca_system_score_gemma":0.02071033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001957352,"about_ca_topic_score_gemma":0.004590949,"domain_scores_codex":[0.1602746,0.6321101,0.1505699,0.007179274,0.04903065,0.0008354582],"domain_scores_gemma":[0.02659621,0.8741821,0.05449084,0.01904713,0.02505831,0.0006254003],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001666398,0.0002514333,0.04542112,0.2555295,0.02414686,0.00047701,0.05069423,0.002496499,0.002455171,0.01113747,0.01340726,0.5923172],"study_design_scores_gemma":[0.003377813,0.004211867,0.1059281,0.6137943,0.04691869,0.004459428,0.01935152,0.03611384,0.00535832,0.05461507,0.1035286,0.002342546],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1222654,0.2723828,0.5075564,0.03137435,0.002614564,0.04170778,0.005741013,0.006364531,0.009993068],"genre_scores_gemma":[0.2247903,0.03785581,0.6875631,0.002313372,0.0007038073,0.04405779,0.001327393,0.0008790571,0.0005093809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3297265,"threshold_uncertainty_score":0.4066116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9910376391907982,"score_gpt":0.7508285751187257,"score_spread":0.2402090640720725,"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."}}