{"id":"W4414057587","doi":"10.58931/cht.2025.4s0570","title":"Expert Discussion: Building Unique Networks and Partnerships to Bring Novel Therapies to Remote Patients","year":2025,"lang":"en","type":"article","venue":"Canadian Hematology Today","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Health Sciences Centre; Ottawa Hospital","funders":"McMaster University; University of Ottawa","keywords":"MEDLINE; Raising (metalworking); Patient care; Patient privacy; Best practice; Key (lock)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01587062,0.0008781641,0.0008293406,0.0008129349,0.007504747,0.005245613,0.003199792,0.02176235,0.0325596],"category_scores_gemma":[0.07705226,0.000461645,0.001516404,0.0008498945,0.004362995,0.006993874,0.004938161,0.02077819,0.007694668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01126241,"about_ca_system_score_gemma":0.03755565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04712173,"about_ca_topic_score_gemma":0.09361909,"domain_scores_codex":[0.9849002,0.00509784,0.0009685609,0.001363005,0.005143784,0.002526639],"domain_scores_gemma":[0.909933,0.02305822,0.002455753,0.001599963,0.0417027,0.02125038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008095423,0.000006327708,0.0001749041,0.0000752058,0.000004486863,0.0001131354,0.0001681408,0.00002567629,0.00004233515,0.0009616103,0.9910936,0.007326528],"study_design_scores_gemma":[0.00003594306,0.0000145285,0.0003276324,0.000819888,0.00001831646,0.0005728317,0.001457551,0.0001006719,0.0001015724,0.003240202,0.9932731,0.00003770654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001997392,0.002281634,0.0003988833,0.9688706,0.02322684,0.00003778527,0.00009533393,0.00004165423,0.004847395],"genre_scores_gemma":[0.008386657,0.009419606,0.001781701,0.9373484,0.0267739,0.0001283128,0.0002008722,0.0000581286,0.01590247],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04712173,"threshold_uncertainty_score":0.1089227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03386660563387316,"score_gpt":0.3202892960625872,"score_spread":0.286422690428714,"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."}}