{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007249943,0.000401597,0.0004056637,0.001165075,0.002085136,0.003419971,0.0006845786,0.00184683,0.09754925],"category_scores_gemma":[0.004120519,0.0001047879,0.000356344,0.001538844,0.001254063,0.001573944,0.002597622,0.001668654,0.01865577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605293,"about_ca_system_score_gemma":0.001094865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006281402,"about_ca_topic_score_gemma":0.00702027,"domain_scores_codex":[0.9992638,0.00009809908,0.00004583627,0.0001825505,0.0002375487,0.000172161],"domain_scores_gemma":[0.9981545,0.0002790267,0.0002033334,0.0003662993,0.0004707069,0.000526107],"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":[0.0007286888,0.00009654042,0.01602152,0.001007941,0.00008222217,0.002768659,0.01007509,0.001279042,0.00744845,0.06777761,0.6117056,0.2810086],"study_design_scores_gemma":[0.00001196053,0.00005415388,0.01039229,0.0001369633,0.00001220731,0.0004599753,0.003206268,0.0002024242,0.0004433688,0.006903823,0.9781625,0.0000140189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08744768,0.00724043,0.005871585,0.03635574,0.02012902,0.000177187,0.00357957,0.001418406,0.8377805],"genre_scores_gemma":[0.5954434,0.005810339,0.001199263,0.009648968,0.006445514,0.00008912011,0.002897545,0.0006079612,0.3778579],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09754925,"threshold_uncertainty_score":0.3263348,"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."}}