{"id":"W4381144045","doi":"10.51202/0043-7131-2023-5-016","title":"AI-basierte Bildverarbeitungstools für Papiermacher","year":2023,"lang":"de","type":"article","venue":"Wochenblatt für Papierfabrikation","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009658398,0.0009597403,0.0007650055,0.0007599445,0.0005719404,0.0004173547,0.0008149937,0.0008738813,0.001005392],"category_scores_gemma":[0.0002289791,0.001163222,0.0003973684,0.002855592,0.0001916184,0.0006840309,0.0002721471,0.00122257,0.03094854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005947155,"about_ca_system_score_gemma":0.0002172186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002356109,"about_ca_topic_score_gemma":0.00005647502,"domain_scores_codex":[0.9945751,0.0001714471,0.001406015,0.001257534,0.001039278,0.001550666],"domain_scores_gemma":[0.9968166,0.0002631978,0.0003226819,0.001675082,0.0004082871,0.0005141629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006817067,0.0003148375,0.003900785,0.0007671842,0.001459533,0.00005834028,0.005745436,0.6993703,0.0403906,0.007333148,0.1539787,0.08661298],"study_design_scores_gemma":[0.001345734,0.00009751601,0.009919067,0.000303275,0.0006218475,0.000007442471,0.0001588332,0.817561,0.006308882,0.007633768,0.154498,0.001544657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3421359,0.02691371,0.5178908,0.03650349,0.02229373,0.009765512,0.001518689,0.01933345,0.02364472],"genre_scores_gemma":[0.9768787,0.002182215,0.006610328,0.001247978,0.003869271,0.0008812882,0.002383298,0.0006023757,0.005344548],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6347428,"threshold_uncertainty_score":0.9999079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838524001310725,"score_gpt":0.2930771753026942,"score_spread":0.2746919352895869,"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."}}