{"id":"W4393087550","doi":"10.1158/1538-7445.am2024-1450","title":"Abstract 1450: Novel whole slide imaging modes for imaging mass cytometry reveal cellular and structural composition of mouse glioblastoma","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Research and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Integrity Testing Laboratory (Canada)","funders":"","keywords":"Mass cytometry; Glioblastoma; Flow cytometry; Pathology; Cytometry; Chemistry; Cancer research; Medicine; Biology; Molecular biology; Biochemistry; Phenotype; Gene","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":[0.0003005911,0.0005511193,0.0002123145,0.0008182828,0.0001569991,0.0002945039,0.0003311046,0.0004039089,0.002420214],"category_scores_gemma":[0.00009662408,0.0002404452,0.0002467628,0.0002524571,0.0001802394,0.0003072901,0.0002059145,0.0004325841,0.0008078449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000214738,"about_ca_system_score_gemma":0.0001220213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003745938,"about_ca_topic_score_gemma":0.0006096474,"domain_scores_codex":[0.9998333,0.00002031615,0.00001427198,0.00005953089,0.00004210561,0.00003044867],"domain_scores_gemma":[0.9998958,0.0000187066,0.00002405955,0.00001443853,0.0000217697,0.00002519804],"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":[0.00001220035,0.0000046124,0.00006320655,0.000009153871,0.000001096347,0.000007524236,0.000006433887,0.00001916107,0.9991603,0.00003957161,0.00004493888,0.0006318663],"study_design_scores_gemma":[0.000003967649,0.0000520282,0.002077727,0.000003091098,0.000007887798,0.0000915323,0.000006701588,0.001963049,0.9942707,0.00003720909,0.00148086,0.000005290599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872695,0.001703461,0.1168563,0.0002442893,0.0000454086,0.0001576755,0.001987314,0.002232843,0.004077664],"genre_scores_gemma":[0.8159526,0.001372624,0.1703384,0.0001626392,0.00004490048,0.0004020401,0.003002258,0.0004327368,0.008291825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002420214,"threshold_uncertainty_score":0.008096457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620179496421729,"score_gpt":0.3754828592860762,"score_spread":0.349281064321859,"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."}}