{"id":"W4386945011","doi":"10.2196/45665","title":"Social Media Use Among Orthopedic and Trauma Surgeons in Germany: Cross-Sectional Survey Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orthopedic trauma; Cross-sectional study; Social media; Medicine; Health care; Demographics; Orthopedic surgery; Family medicine; Test (biology); Psychology; Surgery; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009590691,0.0002870092,0.0004200712,0.002700985,0.0003816219,0.0007834238,0.0002689594,0.0004930203,0.002085192],"category_scores_gemma":[0.001729621,0.000347443,0.0003523758,0.002254189,0.0003725849,0.0009052443,0.0007626747,0.0003484752,0.0004256364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006338267,"about_ca_system_score_gemma":0.0005120346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00505809,"about_ca_topic_score_gemma":0.006612072,"domain_scores_codex":[0.9992066,0.0001485523,0.0001448926,0.0001291082,0.000210123,0.0001608597],"domain_scores_gemma":[0.9983353,0.0003230863,0.0008445191,0.00005386867,0.0001550158,0.0002882245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004340811,0.0001357728,0.9920575,0.0001436968,0.00004939061,0.0002514583,0.001681971,0.00003227355,0.0002876716,0.00003013524,0.0004157631,0.004870992],"study_design_scores_gemma":[0.000002836264,0.00008557684,0.9968785,0.00003722178,0.00001864229,0.0003095647,0.002077688,0.00006347806,0.00004690414,0.00000690409,0.000466558,0.000006276314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987668,0.0002499961,0.0000399922,0.00004890245,0.000003424162,0.00002343203,0.0005722682,0.000002566233,0.0002926842],"genre_scores_gemma":[0.9984286,0.0005688017,0.0001376211,0.00007668017,0.00001185167,0.00005496352,0.0004819863,0.000002156544,0.0002371852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00505809,"threshold_uncertainty_score":0.01005727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4564368912564823,"score_gpt":0.5774423180964534,"score_spread":0.1210054268399711,"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."}}