{"id":"W2090208590","doi":"10.1086/588091","title":"Inclination‐Independent Galaxy Classification","year":2008,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Galaxy; Sky; Lenticular galaxy; Galaxy formation and evolution; Interacting galaxy; Galaxy merger; Peculiar galaxy; Dwarf galaxy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009553737,0.0006230403,0.0006104451,0.007082636,0.000716474,0.001897065,0.001297276,0.0004617551,0.004792667],"category_scores_gemma":[0.004401239,0.0003802659,0.0005952081,0.002969637,0.0004907177,0.001143062,0.001497215,0.0007173085,0.0039247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007090474,"about_ca_system_score_gemma":0.0007116286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007504243,"about_ca_topic_score_gemma":0.009767587,"domain_scores_codex":[0.9985239,0.0001462204,0.0001296496,0.0003869364,0.0006223662,0.0001909217],"domain_scores_gemma":[0.9964901,0.0002677721,0.0006291146,0.001026943,0.00136779,0.0002183141],"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":[0.0002726053,0.0001131417,0.3426895,0.0001910692,0.0001629405,0.0001196527,0.0006323177,0.004246263,0.02190137,0.009260871,0.0225104,0.5978999],"study_design_scores_gemma":[0.00007388201,0.000141809,0.778003,0.0001116482,0.0001549176,0.001034751,0.000518978,0.07737175,0.01688153,0.01394477,0.111577,0.0001859006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.327391,0.001464613,0.5757997,0.0003191823,0.0003685439,0.0007896305,0.01780434,0.01277419,0.06328877],"genre_scores_gemma":[0.6256878,0.0004576236,0.3399904,0.0001659727,0.0001703617,0.0004946919,0.02179261,0.0006958957,0.01054471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007504243,"threshold_uncertainty_score":0.01603305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628076597349477,"score_gpt":0.2303542375944536,"score_spread":0.2140734716209588,"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."}}