{"id":"W2884650380","doi":"10.1002/wcs.1479","title":"Analog mental representation","year":2018,"lang":"en","type":"review","venue":"Wiley Interdisciplinary Reviews Cognitive Science","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada; Canada First Research Excellence Fund","keywords":"Numerosity adaptation effect; Mental representation; Representation (politics); Meaning (existential); Perception; Psychology; Cognition; Cognitive science; Epistemology; Cognitive psychology; Philosophy; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.002990335,0.001011388,0.003201078,0.0006928178,0.000921043,0.0002772966,0.001434625,0.0002185702,0.001298028],"category_scores_gemma":[0.003891797,0.0007032923,0.001173593,0.00259264,0.002364727,0.0008182747,0.003672054,0.0005829362,0.00548148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004837568,"about_ca_system_score_gemma":0.0004554998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001038874,"about_ca_topic_score_gemma":0.000006943226,"domain_scores_codex":[0.9936282,0.0005010987,0.002100274,0.001791944,0.00107204,0.0009064106],"domain_scores_gemma":[0.9953942,0.001555688,0.001342718,0.000756462,0.0005317155,0.0004191855],"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":[0.0000111557,0.0002715565,0.000001107754,0.007328745,0.00009494132,0.00003597275,0.0007856066,2.925516e-10,0.000001446693,0.0007728363,0.01934771,0.9713489],"study_design_scores_gemma":[0.0003187444,0.0003739579,0.000004502597,0.1991616,0.001273946,0.000446154,0.0005115648,0.000006308381,0.00003778041,0.07499067,0.7214185,0.001456227],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001441284,0.9569931,0.0009944902,0.0000386903,0.0007715597,0.0042499,0.0002119846,0.0001309474,0.03659489],"genre_scores_gemma":[0.00001769137,0.9938711,0.00318301,0.0000860276,0.0004238952,0.0006961421,0.0001949324,0.00008457061,0.001442626],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9698927,"threshold_uncertainty_score":0.9996149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1727099517685741,"score_gpt":0.4767417733461468,"score_spread":0.3040318215775726,"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."}}