{"id":"W4205787127","doi":"10.1016/j.tripleo.2010.09.035","title":"Canadian Immunohistochemistry Quality Control (CIQC): An Academic Program Providing Proficiency Testing to Canadian Clinical Immunohistochemistry Laboratories","year":2010,"lang":"en","type":"article","venue":"Oral Surgery Oral Medicine Oral Pathology Oral Radiology and Endodontology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lions Gate Hospital","funders":"","keywords":"Immunohistochemistry; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01175949,0.0009595465,0.003722188,0.0005663721,0.0008931307,0.00005057815,0.0006470462,0.002828734,0.0004475405],"category_scores_gemma":[0.04014502,0.0008293128,0.0003331964,0.001032841,0.003412925,0.0004445928,0.0001150058,0.004950883,0.00005287606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004907398,"about_ca_system_score_gemma":0.005247233,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3037278,"about_ca_topic_score_gemma":0.3753814,"domain_scores_codex":[0.9897277,0.002414853,0.003013754,0.001957218,0.0003808746,0.002505556],"domain_scores_gemma":[0.988734,0.003841992,0.0009117114,0.001311883,0.001178491,0.004021921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002108599,0.0002985853,0.8282533,0.0001447097,0.0002434479,0.001940108,0.0002368726,0.00000115753,0.09170482,0.001080339,0.004582149,0.06940591],"study_design_scores_gemma":[0.01220146,0.009057174,0.8267111,0.0003563576,0.001768115,0.01025716,0.001280211,0.0003921113,0.0006553696,0.001199389,0.1331896,0.002931933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569376,0.001821208,0.00003835533,0.03469706,0.00351874,0.001689937,0.0001905553,0.0003302377,0.0007762974],"genre_scores_gemma":[0.9769734,0.00010121,0.003562968,0.01709844,0.001178225,0.000347711,0.0003828273,0.00009093455,0.0002643066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1286074,"threshold_uncertainty_score":0.9994158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069430209006323,"score_gpt":0.4506529272656409,"score_spread":0.3437099063650085,"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."}}