{"id":"W6958728329","doi":"10.6084/m9.figshare.20552354","title":"Additional file 4 of Impact of industry sponsorship on the quality of systematic reviews of vaccines: a cross-sectional analysis of studies published from 2016 to 2019","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Education, Sociology, Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto; Public Health Agency of Canada","funders":"","keywords":"Quality (philosophy); Systematic review; Quality assessment","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003057241,0.00009869764,0.0008995926,0.0002171526,0.0002349117,0.00000801202,0.0007147312,0.00008906733,0.8940078],"category_scores_gemma":[0.1399203,0.00006870943,0.0004632866,0.00148948,0.0001443136,0.00009469684,0.0002483694,0.0001979266,0.00002002181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001535367,"about_ca_system_score_gemma":0.0004631187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009459973,"about_ca_topic_score_gemma":0.000269591,"domain_scores_codex":[0.9939659,0.004034989,0.00118328,0.0001578198,0.0005531194,0.0001048477],"domain_scores_gemma":[0.9515778,0.04373671,0.002497607,0.0006330771,0.001521428,0.00003340978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002286624,0.0001301744,0.01124686,0.0007899863,0.001120743,1.004726e-8,0.007505036,0.00008879072,0.000006168468,0.00009149828,0.978995,0.000002812791],"study_design_scores_gemma":[0.00007265958,0.00006574987,0.9632202,0.002771502,0.0001021041,4.422067e-8,0.02629495,0.000003021892,0.000008752571,0.0001525528,0.007231471,0.00007697819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.08482007,0.001297672,3.618235e-8,0.000208378,0.00003124505,0.0005242355,0.9126123,0.000005121852,0.0005009812],"genre_scores_gemma":[0.8161773,0.00005749642,0.00006564808,0.00004698522,0.00006359637,0.002225218,0.1807398,0.000006433743,0.0006174362],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9717636,"threshold_uncertainty_score":0.8673245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5175217045121332,"score_gpt":0.5404314177347778,"score_spread":0.02290971322264457,"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."}}