{"id":"W2048315940","doi":"10.1017/s0140525x09000879","title":"Propositional learning is a useful research heuristic but it is not a theoretical algorithm","year":2009,"lang":"en","type":"article","venue":"Behavioral and Brain Sciences","topic":"Memory and Neural Mechanisms","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Heuristic; Process (computing); Computer science; Propositional calculus; Algorithm; Artificial intelligence; Psychology; Programming language","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001255344,0.0001469594,0.0001504182,0.0001481723,0.001342283,0.0003342359,0.0003929314,0.00007439336,0.00073237],"category_scores_gemma":[0.0003360494,0.0001055849,0.00005067214,0.0006177298,0.001772104,0.0003152547,0.0001151819,0.0004189071,0.0001049155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001421697,"about_ca_system_score_gemma":0.00007691205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005702352,"about_ca_topic_score_gemma":6.670467e-7,"domain_scores_codex":[0.9970365,0.0003704069,0.0001996198,0.0007379684,0.00111885,0.0005367159],"domain_scores_gemma":[0.9991513,0.0004220204,0.00004505034,0.0001268379,0.00006066854,0.0001941027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004640699,0.0002251915,0.000159446,0.000005422478,4.253504e-7,0.0001385485,0.001150883,7.24505e-7,0.9279231,0.02703391,0.001870232,0.04144564],"study_design_scores_gemma":[0.0002537784,0.00249021,0.00102919,0.00004375878,0.000007198982,0.0002449329,0.0004265512,0.002699891,0.9534404,0.03837015,0.0007445877,0.0002493637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723595,0.0000126557,0.0001342155,0.02607619,0.000102091,0.0002241033,0.00002476944,0.00005093315,0.001015541],"genre_scores_gemma":[0.9875775,0.00001517605,0.0008254076,0.009051748,0.00008523511,0.00001021559,7.785303e-7,0.000005169834,0.002428785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04119628,"threshold_uncertainty_score":0.9999579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2924833157933649,"score_gpt":0.4529600827973712,"score_spread":0.1604767670040063,"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."}}