{"id":"W4413491571","doi":"10.1007/978-3-031-97788-6_21","title":"Maps","year":2025,"lang":"en","type":"book-chapter","venue":"Health information technology standards","topic":"Financial Crisis of the 21st Century","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","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":[],"category_scores_codex":[0.001082119,0.0003281489,0.0009176755,0.002251161,0.000248424,0.00005644523,0.0005311878,0.00104476,0.0006486711],"category_scores_gemma":[0.0003162651,0.0004240535,0.0001618901,0.0001804022,0.0001533903,0.0004243361,0.0002270343,0.0008133578,0.00184425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001580523,"about_ca_system_score_gemma":0.0006445356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004436373,"about_ca_topic_score_gemma":0.00002018202,"domain_scores_codex":[0.9973926,0.000003532777,0.001741839,0.0002924356,0.0001299243,0.0004396975],"domain_scores_gemma":[0.9972623,0.00001699543,0.001618501,0.000782662,0.000237315,0.00008221033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001080155,0.000003066385,0.00001879458,0.0002069251,0.00002389179,4.803015e-7,0.00004180069,9.968206e-7,3.350844e-9,0.6719255,0.2875439,0.04022386],"study_design_scores_gemma":[0.0002304493,0.00006905891,0.00001060068,0.000122221,0.000002607497,0.000002751809,0.00001161615,0.00001020137,0.00000190579,0.3698831,0.6294631,0.0001923551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002277209,0.008246408,0.007769408,0.01938133,0.001566875,0.0006142988,0.01108219,0.0004825542,0.9508547],"genre_scores_gemma":[0.00171749,0.02091066,0.01127303,0.02136993,0.0003313085,0.0001877378,0.002171371,0.0001572612,0.9418812],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3419192,"threshold_uncertainty_score":0.9998211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450364653137334,"score_gpt":0.247254418308815,"score_spread":0.2327507717774417,"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."}}