{"id":"W7154595063","doi":"10.48448/3vdg-ec46","title":"Cognitive maps are generative programs","year":2025,"lang":"","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Dalhousie University","funders":"","keywords":"Cognition; Embedding; Variety (cybernetics); Generative model; Cognitive map; Cognitive model; Exploit; Generative grammar; Encoding (memory)","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":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.003578275,0.002330786,0.001998282,0.00459261,0.002480767,0.002314014,0.004178011,0.001092055,0.008522201],"category_scores_gemma":[0.002733284,0.002241564,0.00043199,0.01372494,0.02187151,0.00116082,0.002213673,0.002222486,0.04019548],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002275685,"about_ca_system_score_gemma":0.01544059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003749385,"about_ca_topic_score_gemma":0.002476088,"domain_scores_codex":[0.9840529,0.0006893555,0.001637704,0.005492193,0.00452804,0.003599787],"domain_scores_gemma":[0.9886849,0.0004077035,0.002561739,0.001888891,0.005199706,0.001257086],"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":[0.00070168,0.01107087,0.008440306,0.00119778,0.002684725,0.001104188,0.00562343,0.000343074,0.007807717,0.08075573,0.1403793,0.7398912],"study_design_scores_gemma":[0.01554771,0.004721353,0.003005811,0.03841503,0.004680248,0.0002563979,0.0481682,0.06667054,0.02119087,0.02528957,0.7546211,0.0174331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007398866,0.003536245,0.01459822,0.001142272,0.004915783,0.008712309,0.005579972,0.001112146,0.9596632],"genre_scores_gemma":[0.1275461,0.0003868711,0.02611452,0.001897953,0.002500744,0.0006571873,0.001540713,0.001561247,0.8377946],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7224581,"threshold_uncertainty_score":0.998943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04078200152512668,"score_gpt":0.3259397192153747,"score_spread":0.285157717690248,"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."}}