{"id":"W6887742796","doi":"10.17605/osf.io/v6rx8","title":"Minimum Requirements for the Development of a Cancer Care Program in LMICs: A Scoping Review.","year":2022,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cancer; Survivorship curve; Health care; Productivity; Population; Cancer screening; Public health; Liberian dollar; Breast cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001851725,0.0000864004,0.0002589782,0.00006309795,0.0005299528,0.00005810668,0.00126454,0.00002176724,0.0001587135],"category_scores_gemma":[0.0005382797,0.00006285284,0.0000415354,0.001364446,0.0001674375,0.0001742879,0.0008137691,0.0001977372,0.000001191651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00045345,"about_ca_system_score_gemma":0.002789204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002499339,"about_ca_topic_score_gemma":0.0004432191,"domain_scores_codex":[0.9981508,0.0000235472,0.0003976674,0.0003448609,0.00074888,0.0003342807],"domain_scores_gemma":[0.9990813,0.00008771099,0.000167489,0.0003984775,0.0001977535,0.00006727285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003508249,0.0001619078,0.08282536,0.002880279,0.00003102235,0.000008268007,0.01352014,0.0002201909,0.0007411187,0.0004119306,0.0007166612,0.8981323],"study_design_scores_gemma":[0.006295856,0.003821752,0.09334345,0.6802079,0.0004886521,0.0000341956,0.0985366,0.002920309,0.01494905,0.001894378,0.09580837,0.001699485],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7322183,0.1976175,0.0037599,0.01193552,0.001999475,0.04505199,0.00004525283,0.0000707136,0.007301381],"genre_scores_gemma":[0.8665047,0.0008458818,0.1213929,0.003965063,0.00005057047,0.007140484,0.000004750672,0.00001214653,0.0000834583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8964328,"threshold_uncertainty_score":0.4947929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1963268439343024,"score_gpt":0.5197654663703145,"score_spread":0.3234386224360121,"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."}}