{"id":"W4402622978","doi":"10.3726/b22394","title":"Navigating Complexities","year":2024,"lang":"en","type":"book","venue":"Peter Lang Verlag eBooks","topic":"Complex Systems and Decision Making","field":"Decision Sciences","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001719527,0.0005234546,0.0009911346,0.0003943639,0.000242044,0.001809668,0.001416732,0.0003140366,0.001331708],"category_scores_gemma":[0.0003912318,0.0003804838,0.0006471483,0.0001441284,0.0001810056,0.00009499995,0.0008980915,0.001112172,0.01154397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000194502,"about_ca_system_score_gemma":0.0002846244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002635798,"about_ca_topic_score_gemma":0.0001054471,"domain_scores_codex":[0.9940019,0.0001563706,0.001432553,0.001134422,0.00279529,0.0004794779],"domain_scores_gemma":[0.9954052,0.002164496,0.0005087288,0.001409008,0.000333973,0.0001785937],"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":[0.00001194264,0.000004298509,0.00001271219,0.00008156754,0.00006287167,0.0003301711,0.001354103,0.000004701303,0.00002765957,0.2882754,0.6720887,0.03774584],"study_design_scores_gemma":[0.00008782936,0.00002712837,0.00001708188,0.0008209838,0.00002429164,0.00007511167,0.0001200099,0.0002945372,0.000005057781,0.3508795,0.6473268,0.0003216581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002449558,0.002138872,0.0005974649,0.00004332809,0.002828401,0.0002874513,0.0001892563,0.0003176752,0.9933526],"genre_scores_gemma":[0.01419367,5.174739e-7,0.0008610564,0.0004222417,0.0017327,0.00002329853,0.00001576025,0.0001136026,0.9826372],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06260416,"threshold_uncertainty_score":0.9998647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1783159909690157,"score_gpt":0.4080677806301432,"score_spread":0.2297517896611275,"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."}}