{"id":"W4313390896","doi":"","title":"Disturbing disturbance","year":2023,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Global Security and Public Health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Disturbance (geology); Computer science; Environmental science; Geology; Geomorphology","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","sts"],"consensus_categories":[],"category_scores_codex":[0.01351029,0.000270393,0.0003614477,0.0001249714,0.001334281,0.0007961912,0.001732079,0.0004564708,0.0002128662],"category_scores_gemma":[0.006002863,0.0003070004,0.0002206112,0.0006501755,0.0005260679,0.0001792065,0.001236091,0.0009122157,0.0002259987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003484537,"about_ca_system_score_gemma":0.001050728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05476548,"about_ca_topic_score_gemma":0.06170622,"domain_scores_codex":[0.9885501,0.008681484,0.0004850232,0.0007899215,0.0008051252,0.0006883935],"domain_scores_gemma":[0.9943017,0.001900616,0.000417478,0.001423216,0.001529762,0.0004272366],"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":[0.000004160212,0.0002510992,0.003722841,0.0001748213,0.00004163604,0.000007514649,0.07009018,0.0000207218,0.00001277986,0.8909689,0.01383444,0.02087094],"study_design_scores_gemma":[0.0003137052,2.12444e-7,0.01353709,0.002149804,0.00003424653,0.000001361322,0.001898872,0.001410581,0.0002340171,0.06887285,0.9108283,0.0007189566],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07273182,0.002994673,0.04207232,0.22598,0.002526996,0.001355753,0.0003272252,0.001946091,0.6500651],"genre_scores_gemma":[0.9311326,0.002544108,0.006621756,0.0002902402,0.0001757705,0.00009827913,0.0005063034,0.00005316663,0.05857773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8969939,"threshold_uncertainty_score":0.9999658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175168297215717,"score_gpt":0.2909679058900947,"score_spread":0.2592162229179375,"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."}}