{"id":"W4247473557","doi":"10.1007/978-1-4939-7131-2_101252","title":"Spectral Evolution Model","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006449915,0.0001366445,0.0001190975,0.00005936793,0.00008140177,0.00009440163,0.0001478708,0.00004717263,0.03842957],"category_scores_gemma":[0.000001074049,0.0001110364,0.0001269431,0.00001166917,0.0001536335,0.0001126962,0.00006600605,0.0001170333,0.002515914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003133581,"about_ca_system_score_gemma":0.0001836876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004917066,"about_ca_topic_score_gemma":0.00001158359,"domain_scores_codex":[0.9991746,0.000002279907,0.0001106497,0.0002522522,0.000251305,0.0002088924],"domain_scores_gemma":[0.9995311,0.000006802713,0.00004057803,0.0002659216,0.00006376305,0.00009176067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005531499,0.00000553881,0.00002434884,0.000002027213,0.0000206134,2.464049e-7,0.00001761403,0.00001874272,0.00002167813,0.8632627,0.1363343,0.0002867037],"study_design_scores_gemma":[0.00008209692,0.0000211813,0.000006758622,0.00001296973,0.000009310589,1.295369e-7,0.0000283642,0.003995438,0.0001891985,0.9540473,0.04144475,0.0001624778],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000181724,0.00002201245,0.03577145,0.00002862187,0.0001361937,0.00009523295,0.0001038361,0.00002222556,0.9636387],"genre_scores_gemma":[0.03794773,9.734416e-7,0.0004754844,0.000008650981,0.0006453621,0.000003356559,0.00009609917,0.00001542386,0.9608069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09488954,"threshold_uncertainty_score":0.9982607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02606353191304604,"score_gpt":0.2657657318683611,"score_spread":0.239702199955315,"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."}}