{"id":"W939063747","doi":"","title":"The Development of a Frozen Section Technique for Multi-antibody Screening of Impression Cytologies of the Ocular Surface","year":2011,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Impression; Section (typography); Frozen section procedure; Ophthalmology; Medicine; Computer science; Pathology; World Wide Web","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":[0.001730609,0.0004872032,0.000326527,0.001655353,0.0003929759,0.0004592765,0.001081714,0.0007903941,0.001755033],"category_scores_gemma":[0.001411263,0.000493506,0.0005640913,0.0003490351,0.0006150963,0.0008546974,0.000562277,0.00114245,0.001038853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653125,"about_ca_system_score_gemma":0.0006354343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001644619,"about_ca_topic_score_gemma":0.003617943,"domain_scores_codex":[0.9995504,0.0001368268,0.00003898878,0.0001167974,0.0001209487,0.00003598435],"domain_scores_gemma":[0.9985733,0.0006009077,0.00009331099,0.0002556966,0.0003806709,0.00009603715],"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":[0.0000953385,0.00007634619,0.002149458,0.000104302,0.0000201023,0.000283991,0.00008104061,0.0002079409,0.9509361,0.001196512,0.0002486113,0.04460033],"study_design_scores_gemma":[0.00007776042,0.002135667,0.02666905,0.0001452648,0.0002368235,0.01016615,0.0001749573,0.01589059,0.9110219,0.002132484,0.03126198,0.00008730733],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1374965,0.01015844,0.8413927,0.0007339299,0.0005280489,0.0008639976,0.0003964064,0.0007360909,0.007693801],"genre_scores_gemma":[0.1487938,0.00467653,0.8421131,0.0003915806,0.0001148589,0.0002996712,0.0003723327,0.00008643989,0.0031516],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001755033,"threshold_uncertainty_score":0.009152412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138427335395968,"score_gpt":0.3961282343713302,"score_spread":0.2577008989753622,"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."}}