{"id":"W2068484537","doi":"10.7717/peerj.147","title":"A systematic review of methods for studying consumer health YouTube videos, with implications for systematic reviews","year":2013,"lang":"en","type":"review","venue":"PeerJ","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Sunnybrook Health Science Centre; Health Sciences Centre; Children's Hospital of Eastern Ontario","funders":"","keywords":"Transparency (behavior); Government (linguistics); Systematic review; Health care; Inclusion (mineral); Relevance (law); Social media; Inclusion and exclusion criteria; MEDLINE; Medicine; Computer science; Psychology; Alternative medicine; World Wide Web; Political science","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":[0.2420014,0.00454039,0.01724781,0.05586251,0.004805555,0.01004207,0.005922245,0.005623792,0.008499397],"category_scores_gemma":[0.5888429,0.003913509,0.01463683,0.04531952,0.005862956,0.01151565,0.006569924,0.004629672,0.001707323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0246925,"about_ca_system_score_gemma":0.07512577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01719992,"about_ca_topic_score_gemma":0.05060073,"domain_scores_codex":[0.5749325,0.203258,0.1632833,0.01105999,0.04539505,0.002071152],"domain_scores_gemma":[0.410211,0.4282427,0.07515121,0.01832563,0.06551932,0.002550178],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001211245,0.00001716268,0.0006795413,0.952438,0.005429982,0.00009130681,0.0007968894,0.0001088801,0.0001507176,0.001058276,0.004818143,0.03429008],"study_design_scores_gemma":[0.0001652817,0.00007483952,0.0007935355,0.973186,0.01128965,0.000102288,0.0003983389,0.0001298685,0.0001185623,0.001009332,0.01268258,0.00004979191],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001525716,0.8912694,0.01849307,0.004790857,0.002350866,0.0738193,0.005497479,0.0002714271,0.001981866],"genre_scores_gemma":[0.0235449,0.587585,0.104729,0.004188962,0.000578018,0.2757022,0.002598817,0.0001701414,0.0009029698],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7579986,"threshold_uncertainty_score":0.9347472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4250962038324728,"score_gpt":0.6424284722740679,"score_spread":0.217332268441595,"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."}}