{"id":"W3093503042","doi":"10.2196/18666","title":"Use of Social Media by Hospitals and Clinics in Japan: Descriptive Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science","keywords":"Social media; Content analysis; Christian ministry; Promotion (chess); Health care; Medicine; Descriptive statistics; Advertising; Family medicine; Political science; Business; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00115367,0.0000969684,0.0003281774,0.00005683642,0.0001385148,0.00003907956,0.0002205238,0.0002712693,0.0001028362],"category_scores_gemma":[0.01572671,0.00009588261,0.00003062631,0.0005227265,0.0005456541,0.0004757176,0.00007275733,0.000391444,0.00001338738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106851,"about_ca_system_score_gemma":0.0006392999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005240617,"about_ca_topic_score_gemma":0.0005658789,"domain_scores_codex":[0.9973856,0.0002525987,0.0008826928,0.00009140375,0.00110013,0.0002875626],"domain_scores_gemma":[0.9963132,0.00271803,0.0003035581,0.00006799937,0.0001228975,0.0004742805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001329256,0.0001441419,0.0978181,0.00005398639,0.000007441672,6.36666e-7,0.869487,4.886592e-8,3.746173e-7,0.0006698308,0.004133026,0.02767214],"study_design_scores_gemma":[0.0008538259,0.0002667798,0.1518977,0.00004687817,0.0000171371,1.412967e-7,0.8213299,0.0003122274,0.000003748116,0.0001488898,0.02494473,0.0001780459],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928812,0.00003635503,0.00001193341,0.004681197,0.0007791063,0.001295684,0.00001365139,0.00003504171,0.0002658734],"genre_scores_gemma":[0.9976498,0.0001588867,0.0003364703,0.001189234,0.0004307406,0.0002130666,0.00001022971,0.000007986897,0.00000356783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05407958,"threshold_uncertainty_score":0.9925643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.148126857752066,"score_gpt":0.4262741137228504,"score_spread":0.2781472559707844,"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."}}