{"id":"W4200634209","doi":"","title":"Evaluation of arts education in humanitarian emergencies: evidence for practice","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"The arts; Medical education; Computer science; Political science; Medicine; Law","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0301989,0.0001607746,0.0002315925,0.0002139087,0.0003260031,0.0003192055,0.0009154929,0.0001759907,0.0002200912],"category_scores_gemma":[0.02620696,0.0001898799,0.0001323841,0.0004640861,0.0002455294,0.0005764001,0.0004788774,0.0002318179,0.00000533502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003133449,"about_ca_system_score_gemma":0.003632141,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0106975,"about_ca_topic_score_gemma":0.06803948,"domain_scores_codex":[0.9885243,0.008900008,0.0005277116,0.0005742764,0.001217332,0.0002563615],"domain_scores_gemma":[0.9877492,0.002085186,0.0006616456,0.0009896241,0.00843451,0.00007980679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002743295,0.002525014,0.002570311,0.0006250001,0.0001244819,0.000001058243,0.2724481,0.0005924758,0.0009141332,0.3465131,0.003080215,0.3705786],"study_design_scores_gemma":[0.003512121,0.000007136133,0.06693356,0.05226401,0.003107192,0.000004081166,0.39347,0.06184259,0.01793318,0.1409953,0.2562567,0.003674104],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3949867,0.01078186,0.04578776,0.03038461,0.001904108,0.004101974,0.00001729668,0.0001142027,0.5119215],"genre_scores_gemma":[0.9691461,0.001721707,0.02036572,0.00008584024,0.00005393516,0.0003242726,0.0001331015,0.00001860306,0.008150758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5741594,"threshold_uncertainty_score":0.9986143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.093688640938036,"score_gpt":0.3837702616355423,"score_spread":0.2900816206975063,"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."}}