{"id":"W4409320974","doi":"10.18280/isi.300324","title":"Unconscious Mind-Inspired Algorithm: A Novel Approach to Machine Learning","year":2025,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unconscious mind; Computer science; Artificial intelligence; Cognitive science; Algorithm; Psychology; Machine learning; Psychoanalysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009321051,0.0003181214,0.0003709513,0.0007096042,0.0004797424,0.0007975348,0.001162022,0.0001542879,0.000006682236],"category_scores_gemma":[0.0005141406,0.0003141241,0.0001213756,0.001990234,0.0001042904,0.002641092,0.0007776114,0.0003243026,0.0001265266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005704603,"about_ca_system_score_gemma":0.0002589061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002164466,"about_ca_topic_score_gemma":0.00001545622,"domain_scores_codex":[0.9976566,0.0001054373,0.0008222838,0.0004188823,0.0004609623,0.0005358231],"domain_scores_gemma":[0.9983163,0.0001554314,0.0002465883,0.0006846166,0.0004301301,0.0001669146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000120571,0.0001405195,0.0007909706,0.000182416,0.00005083799,0.000001768734,0.008652034,0.01738691,0.0001102487,0.009428808,0.0002746831,0.9629688],"study_design_scores_gemma":[0.0006292661,0.0001233563,0.002834819,0.00008061795,0.00001214995,0.00004748994,0.0003144224,0.9764717,0.0005244841,0.003120455,0.0154645,0.000376689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006311325,0.00009651022,0.9693362,0.0002309243,0.0007160262,0.0006841822,0.00001491305,0.000573792,0.02203614],"genre_scores_gemma":[0.4378716,0.00000404625,0.5609378,0.0006562515,0.00005903579,0.0001295529,0.00006073064,0.00001050206,0.0002705371],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9625921,"threshold_uncertainty_score":0.9999311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502920850047309,"score_gpt":0.233025586378285,"score_spread":0.217996377877812,"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."}}