{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02134881,0.0008627117,0.001368432,0.003544042,0.003942342,0.01236558,0.002802576,0.01039492,0.007102402],"category_scores_gemma":[0.0372173,0.0006571813,0.0008919358,0.001844228,0.01957302,0.02243573,0.005431178,0.01983885,0.006133446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007208672,"about_ca_system_score_gemma":0.007384743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006494476,"about_ca_topic_score_gemma":0.008104368,"domain_scores_codex":[0.9934023,0.001990425,0.00049825,0.001132809,0.002360176,0.0006161145],"domain_scores_gemma":[0.9480543,0.02067444,0.001498201,0.002203232,0.02075827,0.006811641],"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":[0.0001195114,0.00009439302,0.004366136,0.001443105,0.00005053237,0.0005636126,0.003398809,0.000124111,0.0005722243,0.06392683,0.5400351,0.3853057],"study_design_scores_gemma":[0.00003215746,0.0001555943,0.003032885,0.002609217,0.00002610683,0.002209795,0.006019947,0.0001565847,0.0003830251,0.04772626,0.9375495,0.00009902419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001749533,0.2659576,0.001556376,0.7013285,0.02312998,0.00002389055,0.00003933788,0.0001514587,0.006063297],"genre_scores_gemma":[0.04825537,0.4340926,0.006290992,0.4220694,0.06449267,0.0001285376,0.000133297,0.000414145,0.02412306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02134881,"threshold_uncertainty_score":0.1129046,"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."}}