{"id":"W4255496462","doi":"10.1155/2012/454631","title":"A Comparison of Digitized Frozen Section and Smear Preparations for Intraoperative Neurotelepathology","year":2012,"lang":"en","type":"article","venue":"Analytical Cellular Pathology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital de l'Enfant-Jésus","funders":"","keywords":"Frozen section procedure; Magnification; Medicine; Radiology; Pathology; Nuclear medicine; Computer science","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":[0.003020453,0.0005877799,0.0002571619,0.005594528,0.0004544859,0.00116934,0.0008387635,0.0005636471,0.003347729],"category_scores_gemma":[0.009497278,0.0005671229,0.0002885316,0.001719203,0.0007544646,0.0009637309,0.001234776,0.0003657016,0.0009313263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000565297,"about_ca_system_score_gemma":0.0004551282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007630825,"about_ca_topic_score_gemma":0.002621067,"domain_scores_codex":[0.9979943,0.0004179954,0.0003158232,0.000325461,0.0007872923,0.0001590266],"domain_scores_gemma":[0.9917006,0.003157392,0.001369153,0.0009600841,0.002358688,0.0004540311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007327424,0.0003571709,0.5317538,0.00201544,0.0005251195,0.009453475,0.002989056,0.0012432,0.2777177,0.0007188129,0.001371485,0.1645273],"study_design_scores_gemma":[0.0001887313,0.002262812,0.8775216,0.0004321034,0.0005491223,0.0287565,0.003439299,0.003724172,0.07407114,0.0006945988,0.008250493,0.0001094405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848058,0.003306287,0.007044995,0.00007042009,0.0001449502,0.000171408,0.0005477812,0.0001711787,0.003737139],"genre_scores_gemma":[0.9706898,0.002325499,0.02475285,0.00006323118,0.0000542182,0.000102285,0.001193729,0.0001095018,0.0007088677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005594528,"threshold_uncertainty_score":0.01597387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04891749817378349,"score_gpt":0.3644169186735157,"score_spread":0.3154994204997322,"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."}}