{"id":"W2904753665","doi":"10.2196/11193","title":"Social Media Content About Children’s Pain and Sleep: Content and Network Analysis","year":2018,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Toronto Metropolitan University; University of British Columbia; Izaak Walton Killam Health Centre; Dalhousie University","funders":"Canadian Institutes of Health Research; Nova Scotia Health Research Foundation","keywords":"Social media; Categorization; Content analysis; Sleep (system call); Psychology; Computer science; World Wide Web; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002160285,0.0002930382,0.0003028882,0.01106421,0.0007657573,0.001703379,0.000325299,0.0003795484,0.002776937],"category_scores_gemma":[0.01135329,0.0001768134,0.0004701535,0.00945556,0.0004638894,0.00240492,0.001610504,0.0004551235,0.0005060874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127461,"about_ca_system_score_gemma":0.0008843876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336946,"about_ca_topic_score_gemma":0.01211354,"domain_scores_codex":[0.9987059,0.0004889254,0.0001827655,0.000168097,0.0003187746,0.000135474],"domain_scores_gemma":[0.9880511,0.008489796,0.001984154,0.0002955347,0.0009614911,0.0002179463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005795726,0.0001689077,0.6879381,0.004712465,0.0002523042,0.001098209,0.07588185,0.0008833479,0.0069151,0.003202055,0.007848702,0.2105194],"study_design_scores_gemma":[0.00001798999,0.0001707963,0.8943318,0.001006032,0.0002187397,0.00105715,0.06090637,0.005649752,0.002544751,0.001606323,0.03241492,0.00007534411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694617,0.001189114,0.003456428,0.0005409296,0.00002928527,0.0007778247,0.01551644,0.0001022353,0.008926058],"genre_scores_gemma":[0.9721984,0.001863542,0.0132597,0.00008781789,0.00007425948,0.001170521,0.009295812,0.00005027121,0.001999629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01106421,"threshold_uncertainty_score":0.01260012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09910861432540796,"score_gpt":0.3594009325234277,"score_spread":0.2602923181980197,"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."}}