{"id":"W4283579103","doi":"10.14740/jh1007","title":"Conventional Karyotyping and Fluorescence <i>In Situ</i> Hybridization for Detection of Chromosomal Abnormalities in Multiple Myeloma","year":2022,"lang":"en","type":"article","venue":"Journal of Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Karyotype; Fluorescence in situ hybridization; Fish <Actinopterygii>; Biology; Multiple myeloma; Pathology; Chromosome; Cytogenetics; Medicine; Genetics; Immunology; Gene; Fishery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003339901,0.00005976383,0.0002930698,0.0003167233,0.00005270682,0.000002982234,0.00004130802,0.00002900138,0.00002371005],"category_scores_gemma":[0.0002572337,0.0000556643,0.00005769189,0.0001216617,0.00005443232,0.00008785314,0.00003313379,0.0001576991,2.48837e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009184134,"about_ca_system_score_gemma":0.0001102789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002761361,"about_ca_topic_score_gemma":0.00007503662,"domain_scores_codex":[0.9990599,0.00009258992,0.0004273913,0.00008532588,0.0001852767,0.0001495731],"domain_scores_gemma":[0.9993669,0.0002263189,0.000212486,0.00004836949,0.00009790265,0.00004798106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004336593,0.0006541389,0.826438,0.0004797983,0.00009521433,0.000614915,0.0004011782,0.0001079966,0.161444,0.0007077717,0.00004782176,0.004672564],"study_design_scores_gemma":[0.02075607,0.00302272,0.6863409,0.0003015423,0.0000519867,0.01151804,0.001396755,0.008226069,0.2671105,0.0008272722,0.0003170312,0.000131113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980668,0.0007608811,0.0005740497,0.0002236499,0.00008885589,0.0002481046,0.000009165659,0.000002446221,0.00002600665],"genre_scores_gemma":[0.9987807,0.000048017,0.001070084,0.00001974005,0.00002411392,0.00002563854,0.00001084309,0.000006248892,0.00001459989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1400971,"threshold_uncertainty_score":0.2269924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02252028173870626,"score_gpt":0.2844349211163831,"score_spread":0.2619146393776769,"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."}}