{"id":"W3183396437","doi":"10.1177/22925503211031931","title":"An Evaluation of the Content of Canadian Plastic Surgery Residency Websites","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Accreditation; Medical education; Coronavirus disease 2019 (COVID-19); Medicine; Family medicine; Psychology; Library science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003926727,0.00007130678,0.0002515693,0.0002993122,0.0002144272,0.00002330197,0.0001951887,0.00007400902,0.001449324],"category_scores_gemma":[0.05518257,0.0000605961,0.0001248315,0.0009016063,0.000315218,0.0001295056,0.00002572186,0.00008000049,0.00001328088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001148891,"about_ca_system_score_gemma":0.004857374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1100398,"about_ca_topic_score_gemma":0.3456543,"domain_scores_codex":[0.997198,0.000689218,0.0002854233,0.0001525593,0.00142794,0.0002467979],"domain_scores_gemma":[0.9770922,0.02148742,0.0001576047,0.0002110697,0.0008666627,0.0001850437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001891554,0.00007009123,0.9742489,0.00004769148,0.00005188665,0.00002072786,0.002264699,0.0001810833,0.0007652389,0.001220192,0.01944426,0.001666357],"study_design_scores_gemma":[0.0001175135,0.00001042484,0.9774584,0.0003415138,0.0002168358,0.000001717673,0.01771409,0.0001526425,0.001376472,0.0002374245,0.002259018,0.0001139452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905424,0.0003402983,0.000009281517,0.0004797388,0.006227738,0.00005923631,0.00003770128,0.000009435795,0.00229418],"genre_scores_gemma":[0.9995894,0.00009526678,0.000005821903,0.0000483181,0.0001478624,0.000003209521,0.00001790082,0.000004429043,0.00008781686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2356145,"threshold_uncertainty_score":0.9994635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1578369121189777,"score_gpt":0.2931752036360121,"score_spread":0.1353382915170345,"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."}}