{"id":"W4283123614","doi":"","title":"Shape Reconstruction in 2D: From Theory to Practice","year":2022,"lang":"en","type":"preprint","venue":"INRIA a CCSD electronic archive server","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Computer 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001334164,0.0003451899,0.000388204,0.0001636139,0.0002069953,0.000104997,0.000660016,0.0001580441,0.01587912],"category_scores_gemma":[0.0003022621,0.0003205639,0.0001494538,0.0002792365,0.00005600086,0.0002496246,0.0002358324,0.002044985,0.0004144802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009595825,"about_ca_system_score_gemma":0.0004406704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0128009,"about_ca_topic_score_gemma":0.1110474,"domain_scores_codex":[0.9959207,0.001657403,0.0004218905,0.0008669177,0.0003856769,0.0007473995],"domain_scores_gemma":[0.9981888,0.0009299749,0.0002029718,0.0004875666,0.00003557925,0.0001550898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003426504,0.0001717464,0.1746206,0.0001033472,0.0005987838,0.0002100754,0.01202752,0.04754484,0.0001597648,0.003567339,0.002388253,0.7551812],"study_design_scores_gemma":[0.00104669,0.000713422,0.5479416,0.0002810178,0.0001501825,0.000101813,0.00412251,0.0117158,0.00003075439,0.2077969,0.2244276,0.001671777],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985402,0.00201279,0.000304042,0.0006019998,0.001430565,0.0005932311,0.000697231,0.0001099845,0.008848149],"genre_scores_gemma":[0.9927863,0.0004086848,0.002455911,0.001129071,0.0003048758,0.00003674658,0.002192986,0.000019326,0.0006661089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7535094,"threshold_uncertainty_score":0.9999247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305467852307696,"score_gpt":0.2396611778151375,"score_spread":0.2266064992920605,"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."}}