{"id":"W1506087570","doi":"10.1002/dc.23246","title":"Cytopathology: Why did it take so long to thrive?","year":2015,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"History of Medical Practice","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Cytopathology; Medicine; Papanicolaou stain; General surgery; Pathology; Cancer; Cervical cancer; Cytology","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001738442,0.0003890789,0.0009020167,0.0003396088,0.0001752114,0.00002759389,0.0003875802,0.0004399557,0.0008464452],"category_scores_gemma":[0.0564947,0.0003685968,0.0001496034,0.0003933776,0.0007742735,0.0001657755,0.0002703111,0.0009052051,0.006470954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003409401,"about_ca_system_score_gemma":0.0005864014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006688104,"about_ca_topic_score_gemma":0.000158534,"domain_scores_codex":[0.9964435,0.0004960227,0.0006476509,0.0008825461,0.0006667912,0.0008635076],"domain_scores_gemma":[0.9942974,0.002743235,0.0001892465,0.0009950557,0.0003583818,0.001416636],"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":[0.001021096,0.001525799,0.1711264,0.0001578353,0.00006985614,0.06728996,0.00859239,0.00004165798,0.004061896,0.001292628,0.7157149,0.02910551],"study_design_scores_gemma":[0.003374412,0.002369334,0.120962,0.0001950017,0.0003533223,0.009977114,0.0006217738,0.00002321303,0.0003904159,0.0003789023,0.8608626,0.0004919012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8245203,0.002906299,0.01684579,0.118411,0.005568581,0.001688494,0.0000354818,0.0005418074,0.02948219],"genre_scores_gemma":[0.9085862,0.000157153,0.005504218,0.0808211,0.0013224,0.00023467,0.00008738829,0.0001097413,0.003177135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1451477,"threshold_uncertainty_score":0.9998766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05104660094090879,"score_gpt":0.3350766180422785,"score_spread":0.2840300171013697,"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."}}