{"id":"W4406046239","doi":"10.2967/jnumed.124.269263","title":"2024 SNMMI Highlights Lecture: General Clinical Specialties","year":2025,"lang":"en","type":"article","venue":"Journal of Nuclear Medicine","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Session (web analytics); Subject matter; Library science; Closing (real estate); Medical education; Medicine; Family medicine; Medical physics; Psychology; Political science; Computer science; Surgery; Law; Curriculum","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00169992,0.0009448383,0.0005071693,0.001098889,0.0007228382,0.002771445,0.0009564788,0.002162362,0.2340072],"category_scores_gemma":[0.004361606,0.0004128833,0.000555174,0.0004832321,0.0003844278,0.001252357,0.001521325,0.002658888,0.1570301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0024141,"about_ca_system_score_gemma":0.00337075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057586,"about_ca_topic_score_gemma":0.005202043,"domain_scores_codex":[0.9993117,0.0001019089,0.0000358659,0.0001072737,0.0002879756,0.0001553512],"domain_scores_gemma":[0.9969398,0.0001735951,0.000139482,0.00005389699,0.0009942104,0.001698929],"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":[0.00003561264,0.00001039871,0.0001111041,0.00004857492,0.000002239925,0.00005273849,0.00001018333,0.00002334149,0.0002855808,0.0002131345,0.9787452,0.02046195],"study_design_scores_gemma":[0.00001868245,0.00004722333,0.0009395147,0.000132096,0.000003737289,0.0004187524,0.0000357727,0.00006107822,0.0002282508,0.0003507663,0.9977562,0.000007813986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003479745,0.03093105,0.004543815,0.1080596,0.3180594,0.0005619518,0.003519401,0.001406164,0.529439],"genre_scores_gemma":[0.01302086,0.02358718,0.00306803,0.02102417,0.1482587,0.0003644908,0.003492559,0.0006311997,0.7865528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2340072,"threshold_uncertainty_score":0.7828322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0338508958600863,"score_gpt":0.3919102694695928,"score_spread":0.3580593736095065,"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."}}