{"id":"W3088901683","doi":"10.17504/protocols.io.bmm2k48e","title":"Scale-dependent Fractal Analysis (ver. 0.1) v1","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Fractal; Scale (ratio); Fractal dimension; Plot (graphics); Geometry; Fractal analysis; Preprint; Mathematics; Statistical physics; Physics; Cartography; Statistics; Geography; Mathematical analysis","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":[0.004282905,0.003354478,0.002750154,0.002461876,0.001168655,0.003714959,0.004332833,0.001688566,0.2329777],"category_scores_gemma":[0.008880932,0.002380117,0.002348224,0.002065458,0.0008520904,0.003181584,0.004013443,0.00505584,0.1636106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000898642,"about_ca_system_score_gemma":0.00171455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001545731,"about_ca_topic_score_gemma":0.001890596,"domain_scores_codex":[0.9981661,0.0002840981,0.0002478872,0.0003565683,0.0006938564,0.0002514729],"domain_scores_gemma":[0.9961368,0.001551722,0.0001681647,0.001426575,0.0005555357,0.0001612344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005773958,0.0002354059,0.001690462,0.002346649,0.0002759962,0.0003950177,0.00057121,0.00217087,0.01172671,0.01443778,0.894404,0.07116853],"study_design_scores_gemma":[0.0005579321,0.0001570483,0.004999952,0.0005479114,0.0001187247,0.0006713638,0.0001198162,0.02317888,0.02455576,0.04087665,0.9038243,0.0003915702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.003374923,0.0003709968,0.1773,0.0002586781,0.0002986984,0.001079782,0.2170099,0.5903275,0.009979542],"genre_scores_gemma":[0.01905603,0.0006797481,0.2396658,0.0005408221,0.0001427962,0.01097421,0.3421746,0.3700801,0.01668605],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2329777,"threshold_uncertainty_score":0.779388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009597964228737134,"score_gpt":0.2308386493389587,"score_spread":0.2212406851102215,"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."}}