{"id":"W4224434009","doi":"10.1093/asj/sjac109","title":"Evaluation of “Spin” in the Abstracts of Systematic Reviews and Meta-Analyses of Therapeutic Interventions Published in High-Impact Plastic Surgery Journals: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Aesthetic Surgery Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McMaster University","funders":"","keywords":"Systematic review; Medicine; MEDLINE; Psychological intervention; Meta-analysis; Data extraction; Publication bias; Internal medicine; Psychiatry","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","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_broad"],"category_scores_codex":[0.7784784,0.001174535,0.06885049,0.006365318,0.0001325911,0.0007719451,0.003401106,0.0002394698,0.01110108],"category_scores_gemma":[0.3082967,0.0004314321,0.03517109,0.008413201,0.0001774063,0.0006607443,0.0001693832,0.001274296,0.00004244119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003212996,"about_ca_system_score_gemma":0.001640772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005663865,"about_ca_topic_score_gemma":0.00003716486,"domain_scores_codex":[0.4098036,0.428822,0.1327444,0.001520809,0.02627209,0.0008370333],"domain_scores_gemma":[0.3384902,0.3325431,0.3067525,0.01325222,0.008400785,0.0005612321],"domain_codex":"methods","domain_gemma":null,"domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000275417,0.0003372742,0.00005574927,0.9497508,0.007219668,0.00002382315,0.0001593817,0.0001289624,6.478633e-8,0.00001606051,0.001977043,0.04032835],"study_design_scores_gemma":[0.0001115257,0.00004796587,0.0001074693,0.7350028,0.2563081,0.00587756,0.0003324624,0.0001165213,9.028283e-8,0.000768841,0.0009978735,0.0003287699],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004511529,0.9906713,0.0001213462,0.0001179441,0.0004141296,0.008139839,0.00004180121,0.000001606655,0.00004089008],"genre_scores_gemma":[0.02132156,0.9769848,0.0000363343,0.00003210184,0.00001544374,0.001516365,0.00001687493,0.00004508069,0.00003142943],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4701816,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9409485568295262,"score_gpt":0.6317065605459695,"score_spread":0.3092419962835566,"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."}}