{"id":"W637506979","doi":"","title":"Dilemmas, Challenges, and Ethics of Humanitarian Action: Reflections on Médecins Sans Frontières' Perception Project","year":2012,"lang":"en","type":"book","venue":"","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Sociology; Media studies; Humanities; Art history; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001234563,0.0004259766,0.0007854392,0.0003939215,0.001927664,0.00000576489,0.0001466044,0.001793961,0.001135953],"category_scores_gemma":[0.0002431723,0.0003612112,0.0001242479,0.00006761227,0.000167452,0.000117458,0.0001447019,0.004011801,0.0003044746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006278136,"about_ca_system_score_gemma":0.001981684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080019,"about_ca_topic_score_gemma":0.01479961,"domain_scores_codex":[0.9967757,0.0006408653,0.0008938474,0.0005074077,0.0004885549,0.000693589],"domain_scores_gemma":[0.9972295,0.001090353,0.0005142979,0.0005455457,0.0004047708,0.0002155997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003559583,0.0003759786,0.0001802634,0.009294528,0.0004134245,0.00000327087,0.4338689,1.846116e-7,0.00002537963,0.2818302,0.2304357,0.04321624],"study_design_scores_gemma":[0.0004954198,0.0004128315,0.01219393,0.0009469982,0.0001271939,0.000002084349,0.01273764,9.235397e-7,3.877906e-7,0.0006210556,0.9721708,0.0002906825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001302029,0.003869632,0.00006851058,0.01174704,0.00194847,0.002010583,0.0001127337,0.0001941997,0.9799186],"genre_scores_gemma":[0.00265596,0.05565035,0.000385009,0.004941861,0.004158224,0.0005274565,0.0002009809,0.0001147504,0.9313654],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7417352,"threshold_uncertainty_score":0.999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5353182775898144,"score_gpt":0.5330568854941815,"score_spread":0.002261392095632919,"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."}}