{"id":"W4319734627","doi":"10.1186/s12913-022-08904-4","title":"Time and productivity loss associated with immunotherapy infusions for the treatment of melanoma in the United States: a survey of health care professionals and patients","year":2023,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Merck Canada Inc. (Canada)","funders":"","keywords":"Nivolumab; Medicine; Ipilimumab; Pembrolizumab; Internal medicine; Dosing; Melanoma; Metastatic melanoma; Cancer; Emergency medicine; Oncology; Immunotherapy","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":[0.001141125,0.0001849307,0.0001953678,0.0008033369,0.0005612369,0.0005715602,0.0004298507,0.0005140611,0.00150585],"category_scores_gemma":[0.003878153,0.0002712883,0.0004891057,0.0009759556,0.0003004559,0.0006460598,0.0008265392,0.0008020748,0.0002264355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076746,"about_ca_system_score_gemma":0.0009016903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03157601,"about_ca_topic_score_gemma":0.03942849,"domain_scores_codex":[0.9990295,0.000294089,0.0001774212,0.0001029667,0.0002042154,0.0001917887],"domain_scores_gemma":[0.9952843,0.0005329567,0.002647774,0.00009776125,0.0005453465,0.0008919661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000336718,0.00008558374,0.9960988,0.00002343622,0.0000304135,0.00004650277,0.00059146,0.00005319253,0.0000617769,0.000008325188,0.0007035705,0.002263294],"study_design_scores_gemma":[0.000003777958,0.00009463685,0.9968572,0.00002061785,0.00000949208,0.00007332188,0.002334946,0.00010574,0.0000182594,0.000005624349,0.0004724691,0.00000388359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972276,0.0003138919,0.00004793171,0.0005770035,0.00001681329,0.00002621071,0.0009140515,0.00000429904,0.000872271],"genre_scores_gemma":[0.9983553,0.0003026504,0.00009053738,0.0003693883,0.00001846398,0.00003242254,0.0005866518,0.00000211554,0.0002423909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03157601,"threshold_uncertainty_score":0.06278443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09567803832771883,"score_gpt":0.3886577804547111,"score_spread":0.2929797421269923,"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."}}