{"id":"W3168252000","doi":"10.1200/jco.2021.39.15_suppl.e12590","title":"H&E-like histology of unstained fresh and formalin fixed breast tissue with Photo Acoustic Remote Sensing (PARS) microscopy.","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pathology; H&E stain; Histology; Medicine; Staining; Microscopy; Frozen section procedure; Breast cancer; Cancer","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":[0.0008026654,0.0004376457,0.0001640155,0.001567168,0.0003545916,0.0003548466,0.0004678504,0.0008814672,0.0137328],"category_scores_gemma":[0.0004478067,0.0005110445,0.0003516499,0.0006134096,0.0006124133,0.0004327293,0.0003223145,0.0004201226,0.002855875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002630757,"about_ca_system_score_gemma":0.0002908086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009358797,"about_ca_topic_score_gemma":0.002575275,"domain_scores_codex":[0.999673,0.00005545381,0.00004735099,0.00007934435,0.0001057677,0.00003910107],"domain_scores_gemma":[0.9996511,0.000106378,0.00004442918,0.00008497271,0.00007858481,0.00003456461],"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":[0.0006037639,0.0001005863,0.004555183,0.0004659141,0.00005716662,0.002278398,0.00013257,0.0004851476,0.9612684,0.00151782,0.002953809,0.02558119],"study_design_scores_gemma":[0.0001609758,0.0009872704,0.1475716,0.0002414319,0.0001291384,0.03202834,0.0005356793,0.01967062,0.7270973,0.001983902,0.06948755,0.0001061623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6929468,0.005013496,0.2169215,0.00114899,0.0007863857,0.001500379,0.006226325,0.005338218,0.07011791],"genre_scores_gemma":[0.5594351,0.002340534,0.4009063,0.0006395493,0.00008593023,0.0006566745,0.004311105,0.0005563181,0.03106852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0137328,"threshold_uncertainty_score":0.04594076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372464209072321,"score_gpt":0.3991630202535597,"score_spread":0.3654383781628364,"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."}}