{"id":"W4386117267","doi":"10.1017/cjn.2023.278","title":"Empower Your Applicants: Why Residency Programs Need to up Their Website Game","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University of Cambridge","keywords":"Medical education; Residency training; Psychology; Internet privacy; Computer science; Medicine; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005070136,0.0003775971,0.0003212834,0.0005927077,0.009285631,0.007790781,0.001389129,0.00273007,0.1224047],"category_scores_gemma":[0.02389282,0.0003657129,0.0003842752,0.0005891678,0.002098529,0.005420538,0.005739211,0.004905578,0.03738254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001672395,"about_ca_system_score_gemma":0.005311532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003837845,"about_ca_topic_score_gemma":0.01881112,"domain_scores_codex":[0.9954596,0.001986446,0.00008106197,0.0002000711,0.0008027402,0.001469963],"domain_scores_gemma":[0.9759896,0.003089149,0.0006972525,0.0003291775,0.001823505,0.01807133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008741397,0.00092686,0.01038524,0.0001187956,0.00001130147,0.0003894014,0.008646208,0.00005107991,0.0004557616,0.005172776,0.8914198,0.08233542],"study_design_scores_gemma":[0.0001554263,0.0006177029,0.03585492,0.0008427544,0.00004381992,0.0009185043,0.1607456,0.001157543,0.0008138095,0.01489491,0.7837896,0.0001654567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.280884,0.00142341,0.00697428,0.3620684,0.01038904,0.0006466644,0.000533195,0.002174098,0.3349069],"genre_scores_gemma":[0.6779445,0.001776019,0.00938915,0.08664246,0.002042386,0.000775466,0.0004920008,0.001008912,0.2199291],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1224047,"threshold_uncertainty_score":0.4094847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0754051929674457,"score_gpt":0.3125286822805565,"score_spread":0.2371234893131108,"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."}}