{"id":"W2778424611","doi":"10.5964/jnc.v3i2.55","title":"Processing the order of symbolic numbers: A reliable and unique predictor of arithmetic fluency","year":2017,"lang":"en","type":"article","venue":"Journal of Numerical Cognition","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Arithmetic; Fluency; Numerical cognition; The Symbolic; Processing fluency; Mathematics; Cognition; Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005627392,0.0002683155,0.000204351,0.0006368998,0.0001783223,0.0005921084,0.0001516592,0.0003785176,0.001292244],"category_scores_gemma":[0.008062663,0.0002023576,0.000181846,0.0002753356,0.0003000163,0.0003159856,0.0003799767,0.0004094246,0.0003598913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009059448,"about_ca_system_score_gemma":0.0001766852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002168452,"about_ca_topic_score_gemma":0.004371672,"domain_scores_codex":[0.9997144,0.00006102302,0.00004008611,0.00007253805,0.00007368661,0.00003825007],"domain_scores_gemma":[0.9944223,0.002171277,0.001747371,0.000541525,0.0007294571,0.0003882178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002420537,0.00006940989,0.9864102,0.00001349963,0.00003660907,0.00009259256,0.0005651179,0.0001361037,0.006569059,0.00002610294,0.00005891117,0.00578035],"study_design_scores_gemma":[0.000002113921,0.00006264389,0.9990762,0.00000139234,0.000006254476,0.00009914949,0.00008846201,0.0001450026,0.0004616701,0.00002292764,0.00003089152,0.000003253139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996524,0.00002254637,0.0001042527,0.000005399777,0.000001778809,0.000002365817,0.00003973601,0.000002752284,0.0001688891],"genre_scores_gemma":[0.9994894,0.00002214508,0.0001934106,0.000004874339,0.000003339386,0.00000485211,0.0001081414,0.000002668771,0.0001711012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002168452,"threshold_uncertainty_score":0.004323006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176573169633641,"score_gpt":0.3186660890445285,"score_spread":0.2869003573481921,"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."}}