{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008987379,0.000342967,0.0006320553,0.003035798,0.001238853,0.001623762,0.0005797727,0.0005562816,0.002073417],"category_scores_gemma":[0.002369138,0.0005591867,0.0006847774,0.003413457,0.0007562011,0.001829342,0.001457821,0.0006310131,0.0004351261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128127,"about_ca_system_score_gemma":0.00111137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01624729,"about_ca_topic_score_gemma":0.02403096,"domain_scores_codex":[0.9989637,0.0001806717,0.0002379006,0.0001893826,0.0002318366,0.000196413],"domain_scores_gemma":[0.9965262,0.0005722821,0.001692085,0.0001443456,0.0004577969,0.0006072492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005171518,0.0001321172,0.9896442,0.0001532171,0.00003846864,0.0003294252,0.006110027,0.00001375594,0.0002591837,0.00003275345,0.0004124974,0.002822771],"study_design_scores_gemma":[0.000005933099,0.0001128207,0.9813261,0.00005526506,0.00005514686,0.0005780554,0.01680434,0.0001231467,0.00007522357,0.00001874952,0.0008240071,0.00002118768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982135,0.000315717,0.00005165985,0.0000675461,0.000003741506,0.00004622151,0.000498882,0.000004258412,0.0007984488],"genre_scores_gemma":[0.9977158,0.0006458262,0.0002107608,0.0001894833,0.00002230835,0.0001315423,0.0006700282,0.000008064117,0.0004060899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01624729,"threshold_uncertainty_score":0.03230548,"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."}}