{"id":"W2160146429","doi":"10.1111/j.1745-3933.2007.00299.x","title":"Occam's razor meets <i>WMAP</i>","year":2007,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society Letters","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; Perimeter Institute","funders":"","keywords":"CMB cold spot; occam; Physics; Cosmic microwave background; Anomaly (physics); Astrophysics; Quadrupole; Variety (cybernetics); Occam's razor; Scale (ratio); Theoretical physics; Anisotropy; Astronomy; Epistemology; Quantum mechanics; Philosophy; Computer science; Artificial intelligence","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":[0.01494006,0.000793742,0.001366631,0.002003575,0.003621923,0.006759246,0.00257578,0.002174984,0.01247377],"category_scores_gemma":[0.06649833,0.0004899857,0.0008308316,0.002208525,0.01310924,0.008006644,0.003520728,0.005260645,0.002638854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001902764,"about_ca_system_score_gemma":0.001248675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006926085,"about_ca_topic_score_gemma":0.003753339,"domain_scores_codex":[0.9919593,0.002552884,0.0004799292,0.002026831,0.002479666,0.0005012912],"domain_scores_gemma":[0.9680665,0.01165905,0.005186155,0.009127354,0.004585858,0.00137502],"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":[0.0004212127,0.0000180753,0.01346116,0.0001901729,0.0001680199,0.0001809884,0.0006953633,0.0008721711,0.00085991,0.8890523,0.05191243,0.0421681],"study_design_scores_gemma":[0.00007543944,0.0000690119,0.0107988,0.0001604,0.00008529255,0.0003773613,0.0005074557,0.00384794,0.001799533,0.9168779,0.06526559,0.0001352393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1922639,0.008352014,0.2699426,0.2293229,0.006950797,0.0001158785,0.006678927,0.003467257,0.2829057],"genre_scores_gemma":[0.9494739,0.0007294166,0.02540483,0.01365201,0.002951219,0.00009238421,0.0006679207,0.0005640124,0.006464273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01494006,"threshold_uncertainty_score":0.0790115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006493655126729315,"score_gpt":0.2093865135277117,"score_spread":0.2028928584009824,"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."}}