{"id":"W4417129959","doi":"10.58931/cht.2025.4377","title":"New Developments in the Front‑line Treatment of Advanced Stage Classic Hodgkin Lymphoma: A Canadian Perspective","year":2025,"lang":"","type":"article","venue":"Canadian Hematology Today","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Perspective (graphical); Stage (stratigraphy); Clinical trial; Hodgkin lymphoma; MEDLINE; Paradigm shift","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002885705,0.0005416833,0.0006359821,0.002080831,0.001683661,0.002319254,0.001171019,0.001330667,0.01003468],"category_scores_gemma":[0.004244867,0.0001820933,0.000525382,0.002657357,0.001604149,0.001575074,0.001111632,0.003946196,0.001390484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01819736,"about_ca_system_score_gemma":0.04132979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6286317,"about_ca_topic_score_gemma":0.8066137,"domain_scores_codex":[0.9986959,0.0001711502,0.00009227428,0.0001065445,0.000688455,0.0002456766],"domain_scores_gemma":[0.9939258,0.0004899048,0.0002769845,0.00006191609,0.004145073,0.001100313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003764947,0.000114041,0.003662724,0.004105666,0.0001082126,0.0008981734,0.0006937085,0.0008227777,0.002382847,0.0248512,0.3080387,0.6539454],"study_design_scores_gemma":[0.00005933328,0.0000861492,0.003413256,0.002238524,0.000108832,0.0006156935,0.0003635542,0.0002031482,0.0003385151,0.002175144,0.9903581,0.00003978774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002702784,0.8015097,0.001656281,0.1511439,0.005955169,0.00005040755,0.0004667152,0.0001111969,0.03640378],"genre_scores_gemma":[0.03102737,0.9288374,0.003953884,0.02377016,0.004837226,0.00002971935,0.000451597,0.00006038683,0.007032322],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3713683,"threshold_uncertainty_score":0.7471108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01541830916446705,"score_gpt":0.2833311281488873,"score_spread":0.2679128189844202,"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."}}