{"id":"W4416280934","doi":"10.32074/1591-951x-n1156","title":"The shrinking workforce of pathologists: implications for healthcare and possible solutions","year":2025,"lang":"en","type":"article","venue":"Pathologica","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Workforce; Workload; Economic shortage; Resizing; Compromise; Service (business); Health care; Workforce planning","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"],"consensus_categories":[],"category_scores_codex":[0.001327103,0.00003973815,0.00008396144,0.00002750826,0.001795357,0.0000352798,0.0002663449,0.00006686683,0.000003120738],"category_scores_gemma":[0.0006386774,0.00002789679,0.00003529722,0.0002115505,0.0006859333,0.00003279357,0.0000935287,0.00006693402,6.212162e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000273269,"about_ca_system_score_gemma":0.00007726724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009070696,"about_ca_topic_score_gemma":0.0003172687,"domain_scores_codex":[0.9993876,0.00009615137,0.0001081829,0.0001193801,0.00008661166,0.0002021053],"domain_scores_gemma":[0.9992213,0.0004278391,0.00005334684,0.0001328976,0.0001314949,0.00003314249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000816412,0.00001524113,0.03465196,0.00001281574,0.000003761031,4.957944e-7,0.002248784,0.000001455838,0.00005772794,0.906824,0.002207206,0.05396841],"study_design_scores_gemma":[0.00040487,0.0001737334,0.3179891,0.0001119207,0.0000606808,0.000002340438,0.05935828,0.00001605507,0.00002615245,0.4560075,0.165713,0.0001364329],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2130773,0.02797617,0.03143421,0.4438467,0.001518075,0.002791235,0.0002667921,0.0005384829,0.278551],"genre_scores_gemma":[0.9949648,0.001696616,0.001189648,0.0008047854,0.00003609064,0.00005179474,0.00000447109,0.000001324901,0.001250456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7818875,"threshold_uncertainty_score":0.9995041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09650985514762159,"score_gpt":0.3801881038455673,"score_spread":0.2836782486979457,"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."}}