{"id":"W4402313134","doi":"10.2196/59345","title":"Misinformation About Climate Change and Related Environmental Events on Social Media: Protocol for a Scoping Review","year":2024,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Preprint; Misinformation; Social media; Protocol (science); Psychology; Data science; Internet privacy; Computer science; World Wide Web; Medicine; Computer security; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1450171,0.00559934,0.009956577,0.01602734,0.005705937,0.007046185,0.005117913,0.01036277,0.09159313],"category_scores_gemma":[0.1581313,0.005839556,0.01243803,0.0139383,0.006019612,0.008985318,0.007174355,0.008662876,0.02283204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01265007,"about_ca_system_score_gemma":0.07702192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004773441,"about_ca_topic_score_gemma":0.008716594,"domain_scores_codex":[0.9213911,0.0351732,0.02801033,0.004644752,0.007617669,0.003163051],"domain_scores_gemma":[0.8614077,0.05139245,0.02152056,0.01506244,0.0459567,0.004660102],"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":[0.01207107,0.001270073,0.001498441,0.6558943,0.001489784,0.002882088,0.01296104,0.003478287,0.005775098,0.0176896,0.1556751,0.1293151],"study_design_scores_gemma":[0.02081244,0.002826364,0.005946683,0.3203532,0.002064061,0.0009882617,0.006625902,0.002090358,0.004283648,0.027498,0.6057057,0.0008054307],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002026268,0.0003830688,0.001532743,0.0003186548,0.0002511198,0.9948016,0.001896905,0.00007079998,0.0005425154],"genre_scores_gemma":[0.0001427447,0.0002822044,0.002536033,0.00008967768,0.00002062248,0.9964915,0.0002335315,0.000005509383,0.0001982189],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1450171,"threshold_uncertainty_score":0.7669327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6702875848160176,"score_gpt":0.6689124835766427,"score_spread":0.001375101239374898,"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."}}