{"id":"W4380153101","doi":"10.1002/cncy.22734","title":"Homage to Georgios Papanikolaou: A pilgrimage to his birthplace","year":2023,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; HERO; Test (biology); Pilgrimage; Ancient history; History; Literature; Art","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003779923,0.0002107355,0.0004929786,0.0004677036,0.0001057803,0.00002565073,0.0002550163,0.0001390283,0.004048685],"category_scores_gemma":[0.0003364719,0.0001914067,0.000112708,0.001497948,0.00008932689,0.00004680007,0.0003357046,0.0003574358,0.003529278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003546157,"about_ca_system_score_gemma":0.0003073296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002612169,"about_ca_topic_score_gemma":0.0003237575,"domain_scores_codex":[0.9977587,0.00007401052,0.0002658375,0.0006518126,0.0003761676,0.0008734736],"domain_scores_gemma":[0.998349,0.00007454422,0.00002794213,0.0005808381,0.0002376141,0.0007300772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003534457,0.000183355,0.05020693,0.0005319998,0.00005407029,0.004587331,0.003329192,0.0001231619,0.1848994,0.0008539286,0.4100772,0.341619],"study_design_scores_gemma":[0.001459521,0.0008878517,0.6117306,0.00003316764,0.00004144695,0.0001152091,0.0002428017,0.00004562118,0.004892076,0.000141082,0.3801487,0.000261894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9248474,0.0006217087,0.0005494963,0.03931837,0.001129845,0.001369641,0.0001497197,0.0005751388,0.0314387],"genre_scores_gemma":[0.942737,0.0003185919,0.0004061249,0.02092381,0.001081132,0.000913566,0.00003441334,0.00009022368,0.03349514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5615237,"threshold_uncertainty_score":0.9972466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04672293976031053,"score_gpt":0.4030697124859835,"score_spread":0.3563467727256729,"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."}}