{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001986703,0.001109523,0.0006476284,0.001534912,0.001265711,0.00407956,0.001532123,0.001565312,0.04802784],"category_scores_gemma":[0.003603303,0.0005653643,0.0008942246,0.001251745,0.0007714079,0.002234141,0.003332039,0.003054021,0.01967156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002183323,"about_ca_system_score_gemma":0.002670018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01014633,"about_ca_topic_score_gemma":0.01065989,"domain_scores_codex":[0.9983613,0.0003082204,0.00006661627,0.0002088421,0.000870764,0.0001843148],"domain_scores_gemma":[0.9982109,0.0005132075,0.00005395522,0.0003540129,0.0006549704,0.0002130152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004703844,0.0003123027,0.0009757259,0.0007145599,0.00006263597,0.000197713,0.001111079,0.03294091,0.03195462,0.03615773,0.05200347,0.8430989],"study_design_scores_gemma":[0.000153102,0.0003660551,0.001652568,0.0003919162,0.00007061949,0.0002865069,0.001064581,0.1312549,0.06248557,0.03490943,0.7672374,0.0001272916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03264557,0.007164885,0.7231576,0.004558732,0.001808503,0.0009006465,0.003721385,0.03112229,0.1949202],"genre_scores_gemma":[0.1800378,0.00575257,0.6451738,0.0006655524,0.0002604033,0.0008260499,0.006731358,0.003414185,0.1571383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04802784,"threshold_uncertainty_score":0.1606691,"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."}}