{"id":"W4385869133","doi":"10.59962/9780774853835-001","title":"Preface","year":2007,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Romani and Gypsy Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002415265,0.0001646923,0.0006287486,0.00005264407,0.0007971441,0.00001690746,0.0004127607,0.0007806268,0.001578699],"category_scores_gemma":[0.00001673129,0.0003930542,0.000210244,0.000006210339,0.000385069,0.00004968475,0.0005742924,0.0009268867,0.00006829385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396398,"about_ca_system_score_gemma":0.0001815219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.160098,"about_ca_topic_score_gemma":0.4962839,"domain_scores_codex":[0.9983434,0.0000617551,0.0003590794,0.0004447699,0.0003623611,0.000428632],"domain_scores_gemma":[0.998351,0.0002173928,0.0004845647,0.0004089884,0.0003916242,0.0001463849],"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":[0.00006309061,0.00002664683,0.0004222011,0.0009148067,0.0004370771,0.0005610886,0.001795793,3.333314e-7,0.000004354056,0.005231134,0.9623356,0.02820786],"study_design_scores_gemma":[0.0008083712,0.00006554725,0.002026366,0.00173511,0.0001758292,0.000006560962,0.0005229769,0.000001157115,2.839881e-7,0.001071313,0.993251,0.0003355319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008597362,0.000659828,0.00004175121,0.000008301415,0.0005826449,0.0008944313,0.0007375648,0.0001467849,0.996069],"genre_scores_gemma":[0.000692117,0.0005794751,0.0003145074,0.0001000149,0.0002335483,7.864279e-7,0.00002814274,0.0000499726,0.9980015],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3361859,"threshold_uncertainty_score":0.9998521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06948483499168198,"score_gpt":0.2898536737497409,"score_spread":0.2203688387580589,"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."}}