{"id":"W4320507990","doi":"10.2196/42042","title":"Postgraduate-Year-1 Residents’ Perceptions of Social Media and Virtual Applicant Recruitment: Cross-sectional Survey Study","year":2023,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Cross-sectional study; Medical education; Perception; Pandemic; Coronavirus disease 2019 (COVID-19); Psychology; Medicine; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03256515,0.00009390731,0.0003254315,0.0007086564,0.0007520083,0.000118067,0.0006205812,0.0002280483,0.001428977],"category_scores_gemma":[0.1071065,0.00008454219,0.00008657807,0.001426963,0.001399199,0.0002934349,0.0002020361,0.001557022,0.00008059276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006179815,"about_ca_system_score_gemma":0.00251699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007801013,"about_ca_topic_score_gemma":0.007101147,"domain_scores_codex":[0.9874647,0.004706366,0.0008256621,0.0002315119,0.006280314,0.0004915058],"domain_scores_gemma":[0.9656651,0.03049291,0.000358594,0.0001004081,0.002775287,0.0006077103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004760824,0.0004670373,0.8793328,0.00001181904,0.0000710422,0.00002411935,0.1047128,2.42761e-7,0.0000730211,0.0006628708,0.002363007,0.01180513],"study_design_scores_gemma":[0.0006448968,0.0003899881,0.9099635,0.00004887567,0.000005346968,0.000004095693,0.08756422,0.000005921855,0.000009856381,0.0006904153,0.000617673,0.00005514111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918191,0.00003007188,0.000009227621,0.004407004,0.002580957,0.0008564512,0.00002809674,0.0000124156,0.0002566145],"genre_scores_gemma":[0.9970634,0.0005566842,0.00001414221,0.00001981638,0.002084761,0.0001546438,0.000008785727,0.00001450952,0.00008326813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07454137,"threshold_uncertainty_score":0.9994838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4949341971325835,"score_gpt":0.6212292868410956,"score_spread":0.1262950897085121,"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."}}