{"id":"W2501878982","doi":"10.1090/cbms/096/04","title":"Transformations of surfaces","year":2002,"lang":"en","type":"book-chapter","venue":"Regional conference series in mathematics","topic":"Advanced Theoretical and Applied Studies in Material Sciences and Geometry","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Geology; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007338251,0.000207865,0.0004079702,0.0000723924,0.00003544726,0.00001397139,0.0002062596,0.0001440984,0.001014674],"category_scores_gemma":[0.000006909819,0.0001759634,0.00006481027,0.00005380476,0.0004327994,0.00008253448,0.00003033864,0.0001668163,0.00003158678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000218974,"about_ca_system_score_gemma":0.00000887299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.127295e-7,"about_ca_topic_score_gemma":0.000004985653,"domain_scores_codex":[0.9990993,0.000002418262,0.0004096772,0.0001076593,0.0002194907,0.0001614539],"domain_scores_gemma":[0.9996309,0.00006714704,0.00007052223,0.0001481711,0.0000472211,0.00003605927],"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":[0.000002196488,0.000008203691,2.185408e-7,0.000408371,0.00001659413,0.000001314227,0.0004339974,0.001030958,0.00003811364,0.996784,0.0001787412,0.001097317],"study_design_scores_gemma":[0.00006246777,0.00002830629,0.000001723163,0.0003957892,0.00001254139,0.000005564872,0.0002128711,0.00239532,0.0001702123,0.9565679,0.03991291,0.0002344312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003168687,0.0004141777,0.003369108,0.0000924157,0.0001361018,0.0001504,0.00006541765,0.00005764177,0.9953979],"genre_scores_gemma":[0.5371341,0.05897547,0.03394685,0.00005600395,0.0002787443,0.00006961673,0.00009306504,0.0001839328,0.3692622],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6261356,"threshold_uncertainty_score":0.9998986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0284934393027735,"score_gpt":0.2256178161213755,"score_spread":0.197124376818602,"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."}}