{"id":"W3208811598","doi":"10.1007/s43465-021-00553-9","title":"Content Analysis of Frequency of Information About Developmental Dysplasia of the Hip on Twitter","year":2021,"lang":"en","type":"article","venue":"Indian Journal of Orthopaedics","topic":"Hip disorders and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"Canadian Orthopaedic Foundation; BC Children's Hospital; Children's Hospital Foundation; Pediatric Orthopaedic Society of North America","keywords":"Social media; Medicine; Coding (social sciences); Content analysis; Dysplasia; Health care; Medical education; Internet privacy; World Wide Web; Computer science; Pathology; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001418041,0.0001778213,0.0003584542,0.005675462,0.0005602033,0.001189691,0.0003286413,0.0004309186,0.004809864],"category_scores_gemma":[0.02369892,0.00009363252,0.0003603534,0.006605661,0.0002970055,0.001312853,0.001135865,0.0004105316,0.001027142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006553996,"about_ca_system_score_gemma":0.0008215494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004387857,"about_ca_topic_score_gemma":0.004676653,"domain_scores_codex":[0.9975966,0.0007682308,0.0004605757,0.0002190738,0.000681001,0.0002745723],"domain_scores_gemma":[0.9709683,0.0207596,0.00357205,0.0005023835,0.003528413,0.0006693095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001032116,0.0002827925,0.8320257,0.00344005,0.0002784329,0.0005115773,0.02953457,0.0004750385,0.005632908,0.001478411,0.01922469,0.1060837],"study_design_scores_gemma":[0.00001982736,0.0002160643,0.9410642,0.000518347,0.0002035971,0.000496377,0.0295637,0.002234245,0.001516389,0.0005259386,0.02358212,0.00005908414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555871,0.0003432836,0.0007444433,0.0008699867,0.00009231002,0.000256428,0.03562925,0.0000772507,0.006399937],"genre_scores_gemma":[0.9755299,0.0005461493,0.002015286,0.0002371402,0.0001341176,0.0005611198,0.01836384,0.00003420469,0.002578196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005675462,"threshold_uncertainty_score":0.01609057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680000885119726,"score_gpt":0.2640681872948849,"score_spread":0.2372681784436876,"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."}}