{"id":"W7116362570","doi":"10.5281/zenodo.17997075","title":"Thinking-Chain Self Theory: A Layered Architecture of Self, Meta, and Volition","year":2025,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Volition (linguistics); Scope (computer science); Architecture; Conceptual architecture; Formal system","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00229236,0.0003289297,0.0005382002,0.000596133,0.0009582055,0.0004584304,0.001391053,0.0003787923,0.02859906],"category_scores_gemma":[0.000684924,0.0002968095,0.0002060274,0.0005354142,0.0003540415,0.00005591019,0.003643421,0.001383568,0.0007417788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007593946,"about_ca_system_score_gemma":0.00001425466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003744732,"about_ca_topic_score_gemma":5.298425e-7,"domain_scores_codex":[0.994876,0.002699053,0.0004408658,0.00095513,0.0005304778,0.0004984541],"domain_scores_gemma":[0.9975398,0.0002676527,0.0002404712,0.0008370979,0.0009189152,0.000196103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001338766,0.0012782,0.00003009632,0.001681549,0.007611455,0.0001139316,0.03429386,0.00003085409,0.000552142,0.4731441,0.06585847,0.4140666],"study_design_scores_gemma":[0.001513786,0.0006780158,0.002397917,0.0002108545,0.0007702245,0.0001875713,0.001414794,0.00007198698,0.0001562729,0.1045996,0.887423,0.0005760136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04843703,0.003003496,0.017669,0.002093535,0.0004856309,0.002758668,0.003734564,0.001989826,0.9198282],"genre_scores_gemma":[0.9872751,0.0006007851,0.002031127,0.0006602902,0.0002938077,0.000001484969,0.002609628,0.001171046,0.005356714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9388381,"threshold_uncertainty_score":0.9999484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06064688914182587,"score_gpt":0.3166552774907341,"score_spread":0.2560083883489083,"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."}}