{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007555085,0.00008330307,0.0002903905,0.0006502917,0.00006846496,0.00009680133,0.001120442,0.0003014113,0.00005134193],"category_scores_gemma":[0.001495719,0.00006462325,0.00004905407,0.0002450444,0.0005558364,0.0004466062,0.0004776549,0.001861918,0.000005238363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002914118,"about_ca_system_score_gemma":0.0003729648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002283594,"about_ca_topic_score_gemma":0.00005794921,"domain_scores_codex":[0.9970285,0.0003778824,0.0005861524,0.0002045587,0.00137047,0.0004324222],"domain_scores_gemma":[0.9979891,0.0008126343,0.0002304612,0.0001158036,0.0007004408,0.0001515824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000462567,0.000369473,0.0002884871,0.0001130378,0.00004700229,0.00007872755,0.008531682,1.052022e-7,0.0001436921,0.1467749,0.01403371,0.8295729],"study_design_scores_gemma":[0.01322665,0.009712126,0.1474253,0.006060189,0.00001705214,0.004857684,0.01470046,0.3119312,0.00505082,0.4498448,0.0359161,0.001257573],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6294938,0.004641762,0.04798688,0.3167331,0.0005868685,0.0004418288,4.878112e-7,0.00003448006,0.00008082279],"genre_scores_gemma":[0.9905534,0.0004044541,0.008390067,0.000226743,0.0003820504,0.00002298943,2.281424e-7,0.000008292182,0.00001176763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8283153,"threshold_uncertainty_score":0.808921,"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."}}