{"id":"W2782643474","doi":"10.1093/ajcp/aqx117.089","title":"90 p16 IHC Validation on Cytology Cell Blocks","year":2018,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Staining; Immunohistochemistry; Pathology; Cytology; Positive staining; Cytoplasm; Biology; Medicine","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":[0.002014637,0.0006270374,0.0004507694,0.001581857,0.0006078977,0.0006051652,0.0005688109,0.0005450368,0.003928794],"category_scores_gemma":[0.002880956,0.0004971519,0.0004454184,0.0005166804,0.0008977734,0.0004355174,0.0009063429,0.0004091312,0.002896026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005530068,"about_ca_system_score_gemma":0.000679678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003059689,"about_ca_topic_score_gemma":0.003931716,"domain_scores_codex":[0.9982728,0.0002738839,0.000258885,0.0003336947,0.0006571562,0.0002036822],"domain_scores_gemma":[0.9980679,0.0003205659,0.0001402467,0.0004581237,0.0009053268,0.0001078071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008267367,0.0001078372,0.0745951,0.0002997786,0.00005374617,0.001925845,0.0004878095,0.0004459083,0.901316,0.0003920099,0.0005458185,0.01900342],"study_design_scores_gemma":[0.00014109,0.0020398,0.234488,0.0002587283,0.0002820961,0.01999407,0.001393365,0.009793786,0.6987586,0.0007174679,0.03205312,0.00007989194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472678,0.00330334,0.03559649,0.0001594325,0.0001670995,0.001042428,0.0007975649,0.0003875568,0.0112783],"genre_scores_gemma":[0.9577589,0.002357028,0.03051549,0.0001215522,0.00004655713,0.0006726048,0.003232166,0.0001941798,0.005101345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003928794,"threshold_uncertainty_score":0.01314306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05946023391997562,"score_gpt":0.4540802990211585,"score_spread":0.3946200651011829,"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."}}