{"id":"W2118353631","doi":"10.1109/tpami.2010.13","title":"Irregular Shape Symmetry Analysis: Theory and Application to Quantitative Galaxy Classification","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Pattern Analysis and Machine Intelligence","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Calgary","keywords":"Symmetry (geometry); Artificial intelligence; Transformation (genetics); Computer science; Shape analysis (program analysis); Geometric transformation; Set (abstract data type); Property (philosophy); Mathematics; Pattern recognition (psychology); Algorithm; Computer vision; Geometry; Image (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002096832,0.0005683881,0.0007755861,0.006146117,0.0005845463,0.001844969,0.0008925598,0.0006443534,0.001035942],"category_scores_gemma":[0.007430208,0.000292335,0.000793953,0.00237441,0.00352574,0.002311413,0.001444944,0.001052592,0.0002633216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160175,"about_ca_system_score_gemma":0.0004676237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009790428,"about_ca_topic_score_gemma":0.0005600989,"domain_scores_codex":[0.9986517,0.0003737506,0.0001069905,0.0001813374,0.0006092023,0.00007700344],"domain_scores_gemma":[0.9952553,0.001889013,0.001076066,0.0007874261,0.0007507592,0.0002413115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001058753,0.00005643996,0.01068208,0.0002711686,0.0001280971,0.0001853018,0.0003358347,0.1312507,0.02124665,0.5611756,0.002115119,0.2724471],"study_design_scores_gemma":[0.00001393507,0.0001043885,0.006413552,0.00004621152,0.00003534969,0.0004573913,0.0001385013,0.6524202,0.008646323,0.3262018,0.005438835,0.00008367139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0279252,0.0005478317,0.9683686,0.0001870178,0.00004762888,0.00004591114,0.00009296362,0.0001964732,0.002588482],"genre_scores_gemma":[0.7057998,0.0006117622,0.2917869,0.00009625413,0.000217143,0.0001056006,0.000253021,0.00009210992,0.001037382],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006146117,"threshold_uncertainty_score":0.01108927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03316703531702449,"score_gpt":0.3218558331011371,"score_spread":0.2886887977841126,"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."}}