{"id":"W4402665417","doi":"10.1007/978-3-031-68686-3_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"New Directions in Islam","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001428411,0.0002341339,0.0002462854,0.000624118,0.00007968368,0.00003152328,0.00009365088,0.0004624849,0.02303961],"category_scores_gemma":[0.00001801167,0.0002529755,0.0001171432,0.0001438473,0.00003809952,0.00004862131,0.00001721776,0.0007947504,0.01117939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001846711,"about_ca_system_score_gemma":0.0001168673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009137741,"about_ca_topic_score_gemma":0.006615664,"domain_scores_codex":[0.9986188,0.00001923273,0.0004084257,0.0005759267,0.0001373581,0.0002403044],"domain_scores_gemma":[0.9992798,0.00004945317,0.00008374814,0.0004632293,0.00003938988,0.00008440965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001568755,0.00001853298,0.000006843587,0.00002304733,0.00004100322,0.00001022922,0.001966697,0.00000257362,7.396913e-7,0.460494,0.4851877,0.05223296],"study_design_scores_gemma":[0.0001728645,0.00006285781,0.0003694773,0.00005925176,0.00004761037,0.00005168325,0.00007924265,0.000003082888,0.000002905026,0.07493375,0.9240376,0.000179663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008421853,0.004094157,0.00006759715,0.003060388,0.0149003,0.0003288362,0.00002554103,0.0002878845,0.9771511],"genre_scores_gemma":[0.001439655,0.0005118558,0.0001001861,0.0001375892,0.008047374,0.0000556991,0.00009183629,0.00007295501,0.9895428],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4388499,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02204992988250866,"score_gpt":0.3160070838650826,"score_spread":0.2939571539825739,"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."}}