{"id":"W3021854658","doi":"10.5821/dissertation-2117-341603","title":"Advanced image analysis techniques for laboratory experiments on soils","year":2020,"lang":"en","type":"dissertation","venue":"","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Particle image velocimetry; Eulerian path; Process (computing); Computer science; Abstraction; Mathematics; Applied mathematics; Mechanics; Physics; Lagrangian","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001217403,0.0008914443,0.0007574157,0.001792424,0.0004582089,0.001354335,0.0009433307,0.0009574166,0.009144861],"category_scores_gemma":[0.002062056,0.0005252556,0.0007036753,0.00161676,0.0007390558,0.001288163,0.001020593,0.001758636,0.003155272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006085093,"about_ca_system_score_gemma":0.0008083038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006144295,"about_ca_topic_score_gemma":0.0008211265,"domain_scores_codex":[0.9990107,0.0001672886,0.00005304328,0.000169272,0.0005453167,0.00005444772],"domain_scores_gemma":[0.998696,0.000425511,0.0001422669,0.0002811534,0.0004169607,0.00003815851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001804874,0.0002000767,0.0009824886,0.001366918,0.00006736956,0.0002550466,0.0003391897,0.0133883,0.4982143,0.02678089,0.00797547,0.4502495],"study_design_scores_gemma":[0.0001071451,0.0006595202,0.007984176,0.0006136723,0.0001284508,0.001556183,0.0004748925,0.2150588,0.5405787,0.02955811,0.2030503,0.0002301938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004845459,0.001104389,0.9878187,0.0001115243,0.0001467187,0.0002080966,0.0002497169,0.001287914,0.004227425],"genre_scores_gemma":[0.04632706,0.002514857,0.9442787,0.0001154622,0.0000800518,0.0007783477,0.000504895,0.0003246228,0.005076152],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009144861,"threshold_uncertainty_score":0.03059262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005774595241589612,"score_gpt":0.2770846230639247,"score_spread":0.2713100278223351,"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."}}