{"id":"W4301953555","doi":"10.4171/owr/2006/12","title":"Discrete Differential Geometry","year":2006,"lang":"en","type":"article","venue":"Oberwolfach Reports","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geometry; Differential geometry; Differential (mechanical device); Discrete geometry; Mathematics; Physics; Thermodynamics","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":[0.001202356,0.0009950011,0.001100757,0.001851353,0.001516621,0.003687683,0.0007283777,0.001007018,0.02425198],"category_scores_gemma":[0.002414718,0.0004201619,0.001019884,0.001589203,0.002617364,0.00347088,0.002479795,0.003769791,0.007335171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002849869,"about_ca_system_score_gemma":0.0008823154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139697,"about_ca_topic_score_gemma":0.0008712947,"domain_scores_codex":[0.9985988,0.0003652307,0.00008546469,0.0003401075,0.0004891286,0.0001212633],"domain_scores_gemma":[0.9990603,0.00032596,0.00006675204,0.0001758773,0.0002525934,0.000118513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001343636,0.000009082397,0.0001385588,0.0001153452,0.00001848926,0.00005415313,0.0001773225,0.0004923732,0.0004985206,0.9397665,0.03421736,0.02449882],"study_design_scores_gemma":[0.000009183001,0.00002279661,0.000357346,0.00005862681,0.000009211367,0.0002270806,0.00008405667,0.001286885,0.0003241843,0.6580611,0.339547,0.00001246936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0188327,0.1007908,0.1974031,0.01906818,0.01200161,0.000129789,0.002649933,0.0008073056,0.6483164],"genre_scores_gemma":[0.4845138,0.07962227,0.1164168,0.00993136,0.01312395,0.0004255904,0.004380969,0.000960289,0.2906251],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02425198,"threshold_uncertainty_score":0.08113092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0033982956835856,"score_gpt":0.2039267694156026,"score_spread":0.200528473732017,"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."}}