{"id":"W7116412631","doi":"10.5281/zenodo.17997074","title":"Selfhood as a Closed Event-Structural Loop","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":"Loop (graph theory); Class (philosophy); Control theory (sociology); Calculus (dental); Closed loop; Control (management)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00092342,0.0004245299,0.0004508097,0.0005978977,0.001879188,0.00106819,0.002504571,0.0004996987,0.1759716],"category_scores_gemma":[0.001066216,0.0004270432,0.0002444656,0.0008259631,0.0004211488,0.00009908216,0.005310104,0.002075303,0.03022023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004965,"about_ca_system_score_gemma":0.00002636333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009285456,"about_ca_topic_score_gemma":6.785445e-7,"domain_scores_codex":[0.9948961,0.001661415,0.0005527099,0.001367781,0.0006580924,0.0008639106],"domain_scores_gemma":[0.9967825,0.0001172018,0.0002205294,0.001244497,0.001274934,0.0003603263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006769171,0.0003080805,0.00002927198,0.0002789619,0.0006125942,0.0002307003,0.002488447,0.00001192934,0.0004562269,0.02779729,0.2467694,0.7203402],"study_design_scores_gemma":[0.001522913,0.0004918794,0.003974798,0.0001773442,0.00007684629,0.0002822666,0.0008535127,0.00008756879,0.0001172286,0.008042791,0.983777,0.0005958226],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1070494,0.000625645,0.001171135,0.001478143,0.001127071,0.001608489,0.001917185,0.001291069,0.8837318],"genre_scores_gemma":[0.9553328,0.0001690848,0.000183023,0.0008738812,0.0005638836,7.036588e-7,0.00600125,0.001397709,0.03547768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8482834,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06711430467884857,"score_gpt":0.3622864065083689,"score_spread":0.2951721018295203,"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."}}