{"id":"W4390957930","doi":"10.2196/53025","title":"The #SeePainMoreClearly Phase II Pain in Dementia Social Media Campaign: Implementation and Evaluation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Hog Administrative Marketing Services (Canada); Izaak Walton Killam Health Centre; Dalhousie University; University of Regina","funders":"Saskatchewan Health Research Foundation","keywords":"Social media; Thematic analysis; General partnership; Grassroots; Analytics; Best practice; Medical education; Psychology; Social media analytics; Public relations; Medicine; World Wide Web; Political science; Computer science; Qualitative research; Sociology; Data science","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":[0.01949999,0.0000929825,0.000111839,0.0001249168,0.001836934,0.00009516023,0.00008327499,0.00005249746,0.0005329227],"category_scores_gemma":[0.000260015,0.00006698602,0.00002098742,0.000325091,0.00002422654,0.0008213,0.0000824233,0.000404735,0.00002424051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188234,"about_ca_system_score_gemma":0.0002790999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001562219,"about_ca_topic_score_gemma":0.001413945,"domain_scores_codex":[0.995989,0.002167245,0.0009669219,0.0001905572,0.0003557869,0.0003304825],"domain_scores_gemma":[0.9985872,0.000956738,0.0001604363,0.0001183957,0.0001198633,0.00005735555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000256506,0.00007022009,0.05691532,0.0001573478,0.00001250176,7.228616e-7,0.2037484,5.031633e-7,0.000006989355,0.0002779795,0.003821955,0.7349623],"study_design_scores_gemma":[0.003999972,0.0002688467,0.5960896,0.0002053123,0.00004539175,3.058228e-7,0.277537,0.04462749,0.000002901975,0.001355308,0.07567902,0.0001887941],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942768,0.000310526,0.0003575306,0.001621488,0.0005124097,0.002437505,0.00001157813,0.00008148654,0.0003906323],"genre_scores_gemma":[0.9979085,0.00001124584,0.00005508773,0.0006784332,0.0002481821,0.001003213,0.00006241776,0.000009572801,0.00002332379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7347736,"threshold_uncertainty_score":0.9994625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09294230550686079,"score_gpt":0.5526000719573451,"score_spread":0.4596577664504843,"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."}}