{"id":"W4414522712","doi":"10.20944/preprints202509.2011.v1","title":"Constrained Object Hierarchies as a Unified Theoretical Model for Intelligence and Intelligent Systems","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Advanced Research in Systems and Signal Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Athabasca University","keywords":"Connectionism; Artificial general intelligence; Object (grammar); Intelligent decision support system; Modular design; Intelligent agent; Artificial neural network; Constraint (computer-aided design); Knowledge representation and reasoning","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002000513,0.0008214591,0.0007650178,0.001713884,0.001736151,0.005404431,0.002776275,0.001814512,0.004429242],"category_scores_gemma":[0.002698474,0.0007383708,0.001526146,0.001698363,0.007234719,0.008731745,0.003364375,0.003189727,0.001041043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003405914,"about_ca_system_score_gemma":0.002663041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00736211,"about_ca_topic_score_gemma":0.005227795,"domain_scores_codex":[0.9983261,0.0004743015,0.0001377751,0.0003151991,0.0005708628,0.0001756388],"domain_scores_gemma":[0.9986702,0.0004326372,0.0001024488,0.0004547746,0.0002128695,0.0001269817],"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":[0.000002485828,0.000003125051,0.00004669892,0.00001965743,0.000004060119,0.00001439101,0.00008754996,0.003506796,0.0001438095,0.9939994,0.0003007288,0.001871435],"study_design_scores_gemma":[0.000008588939,0.000009537373,0.00006422737,0.00002464447,0.000007564562,0.00003504158,0.00004567587,0.03443094,0.0002753588,0.9474963,0.01759173,0.00001051376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007552478,0.0009805099,0.9612167,0.001837184,0.00006783802,0.00008460908,0.0002825181,0.0005794636,0.02739861],"genre_scores_gemma":[0.2732377,0.001948418,0.7109329,0.0008126078,0.000213138,0.0008847605,0.0008794835,0.0004062543,0.01068472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00736211,"threshold_uncertainty_score":0.02471173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234249787774599,"score_gpt":0.3709669022649882,"score_spread":0.2475419234875283,"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."}}