{"id":"W3814304","doi":"","title":"Nordic immunohistochemical quality control.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Quality (philosophy); Control (management); Immunohistochemistry; Work (physics); Medicine; Pathology; Computer science; Engineering; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0001210487,0.00008176397,0.0002270005,0.00002161197,0.00004659907,0.000005775772,0.0000323131,0.00003320816,0.0000645944],"category_scores_gemma":[0.0001039187,0.00006114578,0.00008809785,0.00005556498,0.00005337991,0.00002760848,0.00001629583,0.00007366043,0.00002844124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373179,"about_ca_system_score_gemma":0.00001676132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005731805,"about_ca_topic_score_gemma":0.0000225148,"domain_scores_codex":[0.9993295,0.00001375304,0.0001537388,0.0001414261,0.0001385684,0.0002230285],"domain_scores_gemma":[0.9996499,0.00004532055,0.00003125056,0.0001405294,0.0000414456,0.00009156013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001335048,0.0003848536,0.05834686,0.0000261142,0.0003875303,0.00001286055,0.0001599088,7.244341e-7,0.0005326882,0.0002267701,0.007992335,0.9305943],"study_design_scores_gemma":[0.002881282,0.00003682633,0.9166121,0.000002959834,0.00008325599,0.000009594805,0.00001703315,0.000004285068,0.0005614682,0.00002363097,0.07969752,0.00006997542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9091135,0.004124565,0.00002621951,0.007616222,0.0001629133,0.000822784,0.00001069532,0.00009095181,0.0780322],"genre_scores_gemma":[0.9935533,0.00004257204,0.00006442299,0.001025154,0.0002601737,0.001314521,0.000005047655,0.000007119181,0.003727692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9305243,"threshold_uncertainty_score":0.2493453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699275425989099,"score_gpt":0.2935984161094434,"score_spread":0.2666056618495524,"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."}}