{"id":"W6948108501","doi":"10.48550/arxiv.1712.09481","title":"Evolution of the cluster optical galaxy luminosity function in the CFHTLS : breaking the degeneracy between mass and redshift","year":2017,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Image and Video Retrieval Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Redshift; Cluster (spacecraft); Galaxy cluster; Galaxy; Luminosity function; Luminosity; Population; Degeneracy (biology)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008060417,0.0001964624,0.0002241414,0.00009357203,0.0004011013,0.0001457331,0.00232304,0.0002025322,0.000001214312],"category_scores_gemma":[0.0001207689,0.0001214159,0.0001394161,0.0002974943,0.0003352997,0.0005297806,0.001981459,0.0007210344,0.000001866016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015016,"about_ca_system_score_gemma":0.0001027129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002079258,"about_ca_topic_score_gemma":0.00005456529,"domain_scores_codex":[0.9985496,0.0003275286,0.0001948912,0.0005531156,0.0001482924,0.0002266155],"domain_scores_gemma":[0.9976322,0.0002735362,0.0003548733,0.001588573,0.0001134698,0.00003737096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001955715,0.0001452936,0.5974067,0.0002682991,0.0001778796,0.00008147862,0.001881057,0.0113712,0.001028747,0.3637883,0.0005132207,0.02314227],"study_design_scores_gemma":[0.0004215532,0.00008959784,0.7051606,0.0002598353,0.0001736736,0.00000896021,0.0001256729,0.03210815,0.003212244,0.2576082,0.0004672631,0.000364281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2499377,0.00009084278,0.7482887,0.0004215259,0.0001504535,0.0003707347,0.000004165345,0.00004124367,0.0006946641],"genre_scores_gemma":[0.9981549,0.00008268987,0.001482517,0.00006481246,0.00008751321,0.000001059011,0.000001709825,0.000006990529,0.0001178015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7482172,"threshold_uncertainty_score":0.4951196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05743599132410016,"score_gpt":0.2232343556890318,"score_spread":0.1657983643649317,"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."}}