{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002302233,0.000132387,0.0002909392,0.0001403787,0.001548236,0.0001894001,0.00008677741,0.0001653653,0.0000338115],"category_scores_gemma":[0.002096956,0.0001352013,0.00005583477,0.000773829,0.0003912637,0.0001191401,0.00006360139,0.0001550664,0.000002111197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005176444,"about_ca_system_score_gemma":0.0000870512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002617871,"about_ca_topic_score_gemma":0.005393303,"domain_scores_codex":[0.9981386,0.0003791527,0.0003391618,0.0003226273,0.0003329297,0.0004875346],"domain_scores_gemma":[0.997266,0.001902922,0.0002740753,0.00007325836,0.0002122632,0.0002714943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005697952,0.0000166683,0.9182918,0.00001795577,0.00004251765,2.916301e-7,0.03241995,1.886902e-7,5.769017e-7,0.001002567,0.0005038907,0.0476979],"study_design_scores_gemma":[0.000195933,0.0000316962,0.9916829,0.000008302773,0.0002482944,2.381314e-7,0.004721459,0.000124993,3.106852e-7,0.0002910119,0.002536277,0.0001586044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933305,0.003376287,0.00008921433,0.001122728,0.001246474,0.0005913672,0.000009618681,0.00004576462,0.0001880454],"genre_scores_gemma":[0.9877509,0.001297021,0.0001804698,0.0002153376,0.01036171,0.0001445456,0.0000231319,0.00001103978,0.00001584304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07339108,"threshold_uncertainty_score":0.9997516,"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."}}