{"id":"W1964745528","doi":"10.2196/jmir.2792","title":"Sociotechnical Challenges and Progress in Using Social Media for Health","year":2013,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"","keywords":"Sociotechnical system; Computer-supported cooperative work; Credibility; Framing (construction); Knowledge management; Social media; Computer science; Public relations; Work (physics); Engineering ethics; Sociology; Engineering; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07594438,0.0007347616,0.0007541203,0.004740014,0.006817398,0.02353734,0.002592135,0.006768065,0.003739644],"category_scores_gemma":[0.08548192,0.0007639403,0.0006550552,0.004109754,0.02436856,0.03336764,0.01177466,0.006364746,0.001187488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004758976,"about_ca_system_score_gemma":0.007298745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002404518,"about_ca_topic_score_gemma":0.002826596,"domain_scores_codex":[0.9547506,0.03301017,0.002051644,0.00224194,0.006744797,0.001200843],"domain_scores_gemma":[0.7496905,0.2166561,0.007046415,0.01020823,0.01299019,0.003408621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005143838,0.0001925882,0.006258971,0.002299254,0.00007745343,0.0002937161,0.05453115,0.001189225,0.0005881324,0.6487396,0.01418865,0.2715898],"study_design_scores_gemma":[0.00002721499,0.0001736711,0.004068053,0.003644362,0.00004843358,0.0006632355,0.08380935,0.002983144,0.0007419531,0.475952,0.4277309,0.0001577439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0397338,0.1134955,0.05062659,0.6788091,0.002202527,0.0002460675,0.0001352256,0.0002514233,0.1144998],"genre_scores_gemma":[0.7294484,0.1515609,0.07179905,0.03080794,0.006892004,0.001075906,0.0002015855,0.000216547,0.007997484],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.07594438,"threshold_uncertainty_score":0.4016371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.249996516392553,"score_gpt":0.5144368127243676,"score_spread":0.2644402963318147,"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."}}