{"id":"W2358856742","doi":"10.1371/journal.pone.0154217","title":"Quality Assessment of Studies Published in Open Access and Subscription Journals: Results of a Systematic Evaluation","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Associazione Italiana per la Ricerca sul Cancro","keywords":"Strengthening the reporting of observational studies in epidemiology; Systematic review; Checklist; Medicine; Observational study; Meta-analysis; Cohort study; Critical appraisal; Cohort; MEDLINE; Publication bias; Epidemiology; Family medicine; Alternative medicine; Internal medicine; Psychology; Pathology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3784397,0.001858141,0.01222662,0.02470559,0.002079077,0.01005064,0.003368945,0.002705769,0.00370714],"category_scores_gemma":[0.6497542,0.001862904,0.01970011,0.03050153,0.004892525,0.008003789,0.005986328,0.00207271,0.0004069321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008312869,"about_ca_system_score_gemma":0.01898802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005304908,"about_ca_topic_score_gemma":0.006436037,"domain_scores_codex":[0.4449302,0.2415952,0.2329795,0.01352003,0.06520491,0.001770106],"domain_scores_gemma":[0.1616151,0.5230653,0.2039645,0.03052548,0.07752388,0.003305784],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.003488011,0.000193748,0.1373592,0.6268047,0.1186366,0.0001929522,0.004921193,0.0007757514,0.0005346453,0.001827808,0.003157399,0.1021079],"study_design_scores_gemma":[0.00411582,0.003098201,0.2458325,0.4846321,0.2132815,0.001022022,0.006863113,0.001904264,0.001861332,0.009744851,0.02696544,0.0006789239],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07374925,0.868982,0.02077778,0.007918877,0.00167445,0.01358937,0.01001181,0.0001730392,0.00312348],"genre_scores_gemma":[0.7109337,0.2101907,0.04351485,0.00323611,0.001500441,0.02314557,0.006783737,0.0002002877,0.0004947066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.996631,"threshold_uncertainty_score":0.7664946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9764300759843874,"score_gpt":0.6931016102582892,"score_spread":0.2833284657260982,"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."}}