{"id":"W2806943717","doi":"10.2196/cancer.7952","title":"Use of Social Media in the Assessment of Relative Effectiveness: Explorative Review With Examples From Oncology","year":2018,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Innovative Medicines Initiative; European Commission; European Federation of Pharmaceutical Industries and Associations","keywords":"Social media; Grey literature; Medicine; Systematic review; Meta-analysis; Psychology; MEDLINE; Internal medicine; Computer science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001176493,0.00007379061,0.0003215983,0.0000405526,0.0001373546,0.000005819132,0.0001594066,0.00009361805,0.0002156982],"category_scores_gemma":[0.001435221,0.00005111116,0.00003165924,0.0005922008,0.0008606254,0.0002426283,0.00001449023,0.0001537647,0.000001846599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005533525,"about_ca_system_score_gemma":0.001678618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01495109,"about_ca_topic_score_gemma":0.07015931,"domain_scores_codex":[0.9968228,0.002217759,0.0002536339,0.0001528415,0.0003948636,0.0001580654],"domain_scores_gemma":[0.9896386,0.009481018,0.0003869911,0.0001026863,0.0003591136,0.00003162855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000937419,0.0002130406,0.1175138,0.0002710422,0.00005109046,8.260258e-7,0.8347856,6.13546e-7,0.0000753775,0.0169123,0.001333487,0.02874908],"study_design_scores_gemma":[0.0002704501,0.0001970788,0.9254292,0.00106571,0.00004874364,3.179742e-8,0.02731915,0.000001056843,0.00006906953,0.001431838,0.04408785,0.00007980272],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985122,0.001470844,0.00005663494,0.006899659,0.001302841,0.003309313,0.00005070115,0.00001233653,0.001775696],"genre_scores_gemma":[0.9914542,0.002395004,0.0006069868,0.0002754079,0.0007933924,0.004456006,0.000008762974,0.000007690094,0.000002579304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8079154,"threshold_uncertainty_score":0.9916084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3243515462512849,"score_gpt":0.5347736965341323,"score_spread":0.2104221502828474,"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."}}