{"id":"W4415493542","doi":"10.1111/cdoe.70036","title":"Tracking the Debate: Geo‐Temporal Sentiment Analysis of Community Water Fluoridation on ‘X’ (Formerly Twitter) With Five‐Year Forecast","year":2025,"lang":"en","type":"article","venue":"Community Dentistry And Oral Epidemiology","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Queensland","keywords":"Water fluoridation; Tracking (education); Public health; Community engagement; Sentiment analysis; Community health; Dissemination","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003515721,0.0001843946,0.0005062805,0.00009088164,0.001000259,0.00002360636,0.0004553902,0.0001258909,0.0001995713],"category_scores_gemma":[0.000211694,0.0001005635,0.0001127242,0.0003908976,0.0007728105,0.0001250479,0.0004485739,0.0008562975,0.00001814053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005570478,"about_ca_system_score_gemma":0.000007418142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0101661,"about_ca_topic_score_gemma":0.003185738,"domain_scores_codex":[0.9955668,0.003464423,0.0004057346,0.0001446533,0.0001119559,0.0003064419],"domain_scores_gemma":[0.9972897,0.001797214,0.000155475,0.0006773124,0.00002127944,0.00005907725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004601622,0.0005264524,0.954398,0.00009633731,0.001157406,0.00001445302,0.00334994,0.009015846,0.002880648,0.0006851621,0.004765169,0.02265042],"study_design_scores_gemma":[0.0005528003,0.0004046525,0.9867857,0.00004313238,0.000530679,0.00002442844,0.001560952,0.004083301,0.002891407,0.001420253,0.001535421,0.0001672514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961876,0.0000302648,0.001667946,0.0007948418,0.0001269695,0.0001820117,0.00001140771,0.00001764621,0.0009813479],"genre_scores_gemma":[0.9978645,0.0000125103,0.000393225,0.000911878,0.00001027184,0.000009138113,0.0001680336,0.00000643951,0.0006239326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03238772,"threshold_uncertainty_score":0.9964253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04021196001956587,"score_gpt":0.3141315321103337,"score_spread":0.2739195720907679,"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."}}