{"id":"W1799217312","doi":"","title":"The Royal College and the dying joy of learning.","year":2001,"lang":"en","type":"letter","venue":"PubMed","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Certification; Confusion; Accreditation; Specialty; Meaning (existential); Medical education; Computer science; Medicine; Psychology; Management; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005625871,0.0001674347,0.0002968404,0.00009747637,0.001833813,0.00004711917,0.0005025237,0.0004539524,0.0002594744],"category_scores_gemma":[0.004515516,0.00009123568,0.00006810396,0.0002486494,0.0004893183,0.00007045731,0.0003053803,0.005401955,0.0001204599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002056708,"about_ca_system_score_gemma":0.0004165872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000861881,"about_ca_topic_score_gemma":0.00004509399,"domain_scores_codex":[0.9947975,0.002952197,0.0004858556,0.0002624956,0.000653999,0.0008479365],"domain_scores_gemma":[0.9918477,0.006817595,0.0005346629,0.000482699,0.0002359974,0.00008132575],"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":[0.0001340978,0.00001315036,0.02131623,0.0002091274,0.00007744716,0.0000114433,0.00118739,8.749232e-7,5.611536e-8,0.000193978,0.9618689,0.01498732],"study_design_scores_gemma":[0.000714067,0.000005327329,0.09603706,0.0000251481,0.00004218839,0.000004664775,0.00296087,0.00002907244,3.781675e-7,0.0002251722,0.8998739,0.00008216579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005418518,0.001971711,0.000002791641,0.872168,0.00163149,0.003622283,0.00001977191,0.00003503873,0.1151304],"genre_scores_gemma":[0.02578856,0.001475264,0.000007767231,0.1894028,0.00533052,0.01193986,0.00006160569,0.00009883588,0.7658948],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6827652,"threshold_uncertainty_score":0.9994656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07415800584321149,"score_gpt":0.4027953722473555,"score_spread":0.328637366404144,"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."}}