{"id":"W7117969253","doi":"10.1055/s-0045-1814456","title":"Residency to Reality","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Plastic Surgery","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002484548,0.0005594571,0.0004504867,0.0008851291,0.006871655,0.004559391,0.001277206,0.002557536,0.262645],"category_scores_gemma":[0.008528998,0.0003477175,0.000491256,0.0004893433,0.002921394,0.003575706,0.009756266,0.006894332,0.09412245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002548607,"about_ca_system_score_gemma":0.01227012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002490143,"about_ca_topic_score_gemma":0.01421193,"domain_scores_codex":[0.9968237,0.0006700113,0.00008748595,0.0003500832,0.0008609368,0.001207845],"domain_scores_gemma":[0.9851436,0.0004525385,0.0003199108,0.0004115332,0.001837378,0.01183513],"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":[0.00003113162,0.0001854946,0.001270636,0.00008212093,0.000005105474,0.0003053354,0.001158276,0.00004556034,0.0003076628,0.01155088,0.9365565,0.04850125],"study_design_scores_gemma":[0.00001295697,0.0001283098,0.002131488,0.0001865171,0.00000288073,0.0006980739,0.003769403,0.00004344208,0.0001210191,0.00410033,0.9887934,0.00001218172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01535102,0.003167753,0.001540218,0.337866,0.05051494,0.0001397345,0.000549803,0.0005049781,0.5903655],"genre_scores_gemma":[0.07012508,0.002410597,0.001418962,0.07523675,0.008992054,0.0001395327,0.0005033976,0.0002583466,0.8409151],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.262645,"threshold_uncertainty_score":0.878635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110119680284255,"score_gpt":0.5042579394310651,"score_spread":0.3941382591468101,"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."}}