{"id":"W4383104715","doi":"10.22541/au.168845275.57038467/v1","title":"Cost effectiveness of support with out-of-pockets costs to prevent treatment abandonment in Malawi and sub-Saharan Africa; lessons learnt and the way forward – a report from CANCaRe Africa","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Abandonment (legal); Medicine; Childhood cancer; Health care; Family medicine; Economic growth; Socioeconomics; Political science; Cancer; Sociology; Law; Economics","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":[0.00690594,0.000683601,0.00129515,0.001196124,0.0002876727,0.001722024,0.0011753,0.001170056,0.002886642],"category_scores_gemma":[0.0316947,0.0003138905,0.002929668,0.002293289,0.0005044367,0.001803463,0.001326663,0.002163285,0.000212468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007643078,"about_ca_system_score_gemma":0.005451862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0379589,"about_ca_topic_score_gemma":0.03119128,"domain_scores_codex":[0.9933873,0.003768962,0.0005631056,0.0002023462,0.001222126,0.0008561854],"domain_scores_gemma":[0.9797462,0.0126552,0.004136673,0.0003397368,0.001719903,0.001402338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01313882,0.0009840979,0.2121794,0.01891483,0.01140779,0.0004705323,0.002111781,0.01603914,0.0003261062,0.005123538,0.08104505,0.6382589],"study_design_scores_gemma":[0.007979755,0.008711284,0.8335618,0.03806877,0.01704301,0.00113792,0.003218525,0.01498008,0.001399228,0.006564078,0.06697586,0.0003597037],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5697063,0.3082171,0.001389213,0.08166447,0.0009906517,0.001268929,0.01956927,0.00008011926,0.01711386],"genre_scores_gemma":[0.9172739,0.07233325,0.001516171,0.003084855,0.0006107188,0.0007864605,0.0033416,0.00003271067,0.001020414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0379589,"threshold_uncertainty_score":0.07547587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07473273668451562,"score_gpt":0.3498458759283904,"score_spread":0.2751131392438748,"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."}}