{"id":"W4415013486","doi":"10.5539/apr.v17n2p102","title":"Negotiating Darwin's Barrier: Evolution Limits Our View of Reality, AI Breaks Through","year":2025,"lang":"en","type":"article","venue":"Applied Physics Research","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Representation (politics); Scope (computer science); Inference; Darwin (ADL); Architecture; Artificial general intelligence; Scale (ratio)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001050637,0.000193111,0.0003483332,0.00009933188,0.0004318195,0.0001704562,0.0005605435,0.00007806218,0.0000503297],"category_scores_gemma":[0.00002963177,0.0001832782,0.0001205092,0.001548113,0.0001845204,0.0002912195,0.0002780386,0.0006058174,0.0001363368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000720252,"about_ca_system_score_gemma":0.0006452115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003465278,"about_ca_topic_score_gemma":0.00001901929,"domain_scores_codex":[0.9974906,0.0001710835,0.0003856847,0.0004850992,0.0007804264,0.0006871149],"domain_scores_gemma":[0.9986178,0.0001906953,0.0001106463,0.0006386113,0.000333786,0.0001084077],"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":[0.00006357438,0.0002182979,0.004315592,0.00007104454,0.00008507855,2.518339e-7,0.0005191603,0.001791361,0.04641858,0.9058762,0.01518083,0.02546004],"study_design_scores_gemma":[0.002303238,0.0001324957,0.004690704,0.0003752567,0.00008608666,3.468695e-7,0.009034793,0.003064239,0.08441181,0.8464254,0.04866204,0.0008136366],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1778186,0.0003620325,0.1277517,0.003416034,0.000945333,0.002187102,0.0002157353,0.0001288516,0.6871746],"genre_scores_gemma":[0.9979518,0.00001232324,0.0002812548,0.00006946304,0.0007304705,0.0000936584,0.00006465366,0.00001811373,0.0007782535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8201331,"threshold_uncertainty_score":0.7473866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093848576024155,"score_gpt":0.4297076249394028,"score_spread":0.3203227673369874,"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."}}