{"id":"W4411387741","doi":"10.4236/ijaa.2025.152006","title":"The Energy Depletion Model of Light and Cosmology","year":2025,"lang":"en","type":"article","venue":"International Journal of Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Systems, Applications & Products in Data Processing (Canada)","funders":"","keywords":"Physics; Cosmology; Dark energy; Astrophysics; Astronomy; Theoretical physics","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":[0.00111689,0.001053693,0.0008437761,0.0009943713,0.0006046076,0.002138616,0.003136386,0.001678991,0.003932731],"category_scores_gemma":[0.002605611,0.0005012664,0.001144328,0.0011301,0.002271288,0.004298992,0.002237461,0.002101534,0.001489125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294692,"about_ca_system_score_gemma":0.000785767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00549985,"about_ca_topic_score_gemma":0.001826286,"domain_scores_codex":[0.9995525,0.0001750813,0.00001712925,0.0001036767,0.00008086659,0.00007059299],"domain_scores_gemma":[0.9993267,0.000262662,0.0001031261,0.0001223057,0.00009375117,0.00009139795],"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":[0.00002722881,0.00002669142,0.001270912,0.0000427567,0.0000328581,0.0001241252,0.0001423809,0.0845916,0.0005806877,0.9040517,0.001726758,0.00738219],"study_design_scores_gemma":[0.00002895278,0.00003236443,0.0005340542,0.00002115739,0.00001680889,0.0002051027,0.00003780024,0.2786137,0.0001363995,0.7101186,0.01022893,0.00002612532],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07729489,0.003324447,0.8371771,0.006064591,0.0004022395,0.0001040708,0.000704065,0.0005033473,0.07442523],"genre_scores_gemma":[0.8430368,0.003295779,0.09159644,0.001365632,0.0009956136,0.0003965739,0.0004482473,0.0002557923,0.05860911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00549985,"threshold_uncertainty_score":0.01315635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004331796880241033,"score_gpt":0.2051904897797644,"score_spread":0.2008586928995233,"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."}}