{"id":"W4396779138","doi":"10.2196/50551","title":"The Role of Scientific Research in Human Papillomavirus Vaccine Discussions on Twitter: Social Network Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"Alberta Health Services","keywords":"Misinformation; Social media; Social network analysis; Misrepresentation; Human papillomavirus vaccine; Social network (sociolinguistics); Computer science; World Wide Web; Data science; Medicine; Political science; Cervical cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004919697,0.00009251259,0.0002932131,0.0004248622,0.001870197,0.0001257276,0.0004825903,0.0001766659,0.0001013857],"category_scores_gemma":[0.0001494939,0.00005839418,0.0001835793,0.003012939,0.0001847515,0.00008999821,0.0001676599,0.0005274002,0.00003813839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119858,"about_ca_system_score_gemma":0.0001486672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007591154,"about_ca_topic_score_gemma":0.01005279,"domain_scores_codex":[0.997124,0.001183619,0.0004186839,0.000326791,0.00032502,0.0006218499],"domain_scores_gemma":[0.9983863,0.001112862,0.00006867382,0.0002806327,0.00008756576,0.0000639517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005590456,0.00007273255,0.4235764,0.00001063232,0.0001231661,0.00001169517,0.01614428,0.000360272,0.0005031189,0.5166051,0.03288431,0.009652318],"study_design_scores_gemma":[0.0001962321,0.0001188686,0.5035859,0.00005962667,0.00006013667,2.595568e-7,0.004804431,0.0007024906,0.00003246201,0.2625902,0.227675,0.000174322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759594,0.001110964,0.000007226212,0.008433438,0.0002774731,0.0002796465,0.000004374874,0.00005714348,0.01387029],"genre_scores_gemma":[0.9979954,0.00009500668,0.000009191687,0.00008045009,0.0005346909,0.00008725004,0.000008561271,0.00000714623,0.001182256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.254015,"threshold_uncertainty_score":0.9994292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07311591264179236,"score_gpt":0.4445551556415113,"score_spread":0.3714392429997189,"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."}}