{"id":"W4366128182","doi":"10.2196/42097","title":"Cervical Myelopathy and Social Media: Mixed Methods Analysis","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université de Montréal; McGill University","funders":"","keywords":"Social media; Categorization; Myelopathy; Medicine; Computer science; World Wide Web; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03347377,0.001495591,0.002669923,0.008119577,0.002057913,0.003810034,0.002426537,0.001599178,0.01374822],"category_scores_gemma":[0.08525689,0.0006939665,0.006874512,0.008726002,0.001198973,0.002378427,0.003395906,0.002172577,0.001811158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002270488,"about_ca_system_score_gemma":0.003243739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007054257,"about_ca_topic_score_gemma":0.00706131,"domain_scores_codex":[0.9534973,0.02903613,0.004573655,0.004234723,0.006607208,0.00205103],"domain_scores_gemma":[0.9135456,0.07052077,0.006603929,0.003919271,0.004795962,0.0006144826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.007106134,0.002781634,0.6046569,0.02521777,0.02351588,0.002469491,0.02496547,0.005703517,0.002586952,0.01729907,0.03740149,0.2462957],"study_design_scores_gemma":[0.001301366,0.008464597,0.6430407,0.01094016,0.0168965,0.002144003,0.06044729,0.09901443,0.005173964,0.0284009,0.1233092,0.0008667696],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.734212,0.01400194,0.1332077,0.003597549,0.001435998,0.03973723,0.05658536,0.001387144,0.01583497],"genre_scores_gemma":[0.7860721,0.002357752,0.1084227,0.001232802,0.00041792,0.08617273,0.009771224,0.0004945097,0.005058345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03347377,"threshold_uncertainty_score":0.1770284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3386681966009011,"score_gpt":0.6116366419831428,"score_spread":0.2729684453822417,"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."}}