{"id":"W6966671652","doi":"10.4224/23004884","title":"Patterns of the stars","year":2019,"lang":"en","type":"article","venue":"NPARC","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003418806,0.00004007736,0.00005689669,0.000008616002,0.00002459795,0.000002862259,0.0001240674,0.000007403309,0.007395305],"category_scores_gemma":[3.918435e-7,0.00002827636,0.00003967268,0.00002724038,0.00001024702,0.00002772042,0.00003763118,0.00005034838,0.0001220686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007784804,"about_ca_system_score_gemma":0.00003498917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007456505,"about_ca_topic_score_gemma":2.943462e-7,"domain_scores_codex":[0.9997063,0.00001224474,0.00007632615,0.00006447606,0.00006606331,0.00007456132],"domain_scores_gemma":[0.9997582,0.000009178654,0.00004144779,0.0001660258,0.000010718,0.00001437582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002479578,0.00002603953,0.9571726,0.000004469983,0.00001842227,2.929993e-8,0.0002711939,0.00001006085,0.003627811,0.02017331,0.001503363,0.01719027],"study_design_scores_gemma":[0.0006890225,0.0000260015,0.2684093,0.00005048041,0.00001255711,1.553564e-7,0.0006006046,0.00001982763,0.03083957,0.006644346,0.692505,0.0002031447],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7818668,7.178515e-7,0.001442211,0.000026973,0.000229897,0.00006424391,0.00001136805,0.000003109937,0.2163546],"genre_scores_gemma":[0.9901021,2.963085e-8,0.001112921,0.00002257267,0.00002928465,0.000003640796,0.000002324066,0.000003629117,0.008723567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6910017,"threshold_uncertainty_score":0.9935121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00541483608222933,"score_gpt":0.1988979676335532,"score_spread":0.1934831315513239,"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."}}