{"id":"W3169774095","doi":"10.12688/f1000research.52894.1","title":"Quality of information in news media reports about the effects of health interventions: Systematic review and meta-analyses","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Meta-analysis; Psychological intervention; Systematic review; Medicine; MEDLINE; Biology; Pathology; 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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03341113,0.0001421559,0.002205131,0.0003132062,0.0001680839,0.00007906081,0.0004293238,0.0001797655,0.0001053968],"category_scores_gemma":[0.1728633,0.00009985353,0.0004542017,0.0009416318,0.0003891325,0.0002389072,0.0003414307,0.0005901946,0.000001714958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003489787,"about_ca_system_score_gemma":0.002750489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1214171,"about_ca_topic_score_gemma":0.01789448,"domain_scores_codex":[0.9794445,0.01478859,0.003480879,0.0002538371,0.001710395,0.0003218215],"domain_scores_gemma":[0.9808063,0.01394028,0.003227594,0.000819788,0.001066741,0.0001393308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001796576,0.00007273341,0.001565621,0.9486905,0.0004842714,7.817951e-7,0.04729442,0.000001780599,0.000001140133,0.0005286549,0.0002936892,0.001064601],"study_design_scores_gemma":[0.0005936425,0.000249674,0.2848748,0.5332636,0.01951109,0.000005886175,0.1448914,0.00001954219,0.0001482184,0.01488121,0.000654059,0.0009069038],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04701289,0.9056122,0.0002274348,0.02062984,0.002173895,0.02398411,0.00003362074,0.00003109041,0.0002948708],"genre_scores_gemma":[0.7034695,0.2781034,0.0009860976,0.0007746698,0.0001615426,0.01616895,0.0002313482,0.00002701404,0.00007746764],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6564566,"threshold_uncertainty_score":0.9985542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5960978007912586,"score_gpt":0.6347022029935973,"score_spread":0.03860440220233863,"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."}}