{"id":"W4406045337","doi":"10.1002/cncy.22926","title":"State pathology societies—valuable resources for trainees","year":2025,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education; State (computer science); Editorial board; Public relations; Political science; Library science","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":[0.006815864,0.0006557492,0.00037734,0.002459123,0.00585435,0.007064909,0.001754196,0.002971178,0.1311849],"category_scores_gemma":[0.01405612,0.0006710338,0.0004069219,0.001648828,0.001303044,0.005973143,0.01318562,0.00314235,0.05242087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056167,"about_ca_system_score_gemma":0.02289123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002412875,"about_ca_topic_score_gemma":0.01065873,"domain_scores_codex":[0.9953844,0.002161395,0.0002219009,0.0002944038,0.001057221,0.0008806837],"domain_scores_gemma":[0.9689528,0.002680781,0.001814566,0.001865312,0.004584596,0.02010198],"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":[0.00002378092,0.00009056825,0.001752718,0.00014772,0.000007778355,0.000248374,0.00117457,0.00007505743,0.0005430048,0.006245875,0.8475214,0.1421692],"study_design_scores_gemma":[0.000009995647,0.0000274035,0.001116799,0.0001381009,0.000003483475,0.0002402206,0.001545826,0.00005081885,0.0001088271,0.001734569,0.9950125,0.00001160253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02452062,0.01009239,0.01418595,0.417481,0.02618339,0.0009659792,0.003060524,0.005959102,0.497551],"genre_scores_gemma":[0.1986948,0.01521035,0.05621125,0.08380823,0.01597904,0.001535069,0.007035272,0.002037552,0.6194885],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1311849,"threshold_uncertainty_score":0.4388572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04769506298558902,"score_gpt":0.4706448012490587,"score_spread":0.4229497382634697,"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."}}