{"id":"W3104103327","doi":"","title":"Statistical tools for classifying galaxy group dynamics","year":2009,"lang":"en","type":"article","venue":"Max Planck Digital Library","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Gaussian; Statistical physics; Statistic; Statistics; Test statistic; Statistical hypothesis testing; Physics; Mathematics; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03575599,0.001769493,0.001860089,0.01829311,0.001450985,0.003437653,0.002791078,0.001857142,0.004720385],"category_scores_gemma":[0.190107,0.0006928794,0.001983906,0.01213194,0.004653314,0.005037547,0.002981077,0.003780609,0.0007872934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00169745,"about_ca_system_score_gemma":0.002025377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003475452,"about_ca_topic_score_gemma":0.002026799,"domain_scores_codex":[0.9770769,0.01393109,0.001715861,0.002219409,0.004601219,0.0004555522],"domain_scores_gemma":[0.6938511,0.2663204,0.01705194,0.0164142,0.004828944,0.001533447],"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":[0.0004702735,0.0004134016,0.203121,0.001484346,0.003035017,0.0008147043,0.001696701,0.1707398,0.003121747,0.2864315,0.02140926,0.3072622],"study_design_scores_gemma":[0.0001616894,0.0005673485,0.04589728,0.0003075704,0.000285476,0.0007453691,0.0009655899,0.5219505,0.002129925,0.4139824,0.01278702,0.0002198271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08212202,0.001756109,0.9027249,0.001355228,0.0002328787,0.0007210721,0.004048783,0.002948266,0.004090802],"genre_scores_gemma":[0.6204746,0.0008547425,0.3700468,0.0005059299,0.0006503183,0.002273285,0.004134402,0.0004324154,0.000627473],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03575599,"threshold_uncertainty_score":0.189098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006893248793905,"score_gpt":0.202557109848677,"score_spread":0.1924881773607379,"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."}}