{"id":"W4295035286","doi":"10.1016/j.actpsy.2022.103737","title":"The malleable impact of non-numeric features in visual number perception","year":2022,"lang":"en","type":"article","venue":"Acta Psychologica","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"GF Strong Rehabilitation Centre; University of British Columbia","funders":"University of British Columbia Graduate School; Data Science Institute, Columbia University; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Perception; Psychology; Cumulative effects; Cognitive psychology; Replicate; Social psychology; Mathematics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004830031,0.0001354237,0.0002183521,0.00004098963,0.000202208,0.00002130881,0.000268058,0.00004329083,0.004594944],"category_scores_gemma":[0.0002347085,0.00008016094,0.0001366436,0.0003033026,0.00006853684,0.00005707173,0.0001807413,0.0002620524,0.00006989737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001055854,"about_ca_system_score_gemma":0.00002197841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003076479,"about_ca_topic_score_gemma":0.000005995545,"domain_scores_codex":[0.9988613,0.0001095218,0.0002853087,0.0002028625,0.0002773099,0.0002636615],"domain_scores_gemma":[0.998983,0.0006283388,0.0001265034,0.0001901486,0.00003161873,0.0000403527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002904643,0.01458236,0.1205029,0.0002081728,0.0007329018,0.0002089919,0.01267622,0.0000240642,0.05948851,0.01130857,0.630958,0.1464048],"study_design_scores_gemma":[0.0007735126,0.0005621886,0.8772672,0.0000264782,0.00001306736,0.00008342864,0.002011469,0.00003658153,0.0001198282,0.1180165,0.0008570358,0.0002327395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492171,0.00001652809,0.00004797497,0.000341844,0.00006870998,0.0002763459,0.000007053588,0.00002497454,0.04999942],"genre_scores_gemma":[0.9968553,0.00003337911,0.001456702,0.0001319431,0.000020782,0.00008156786,0.000005010336,0.00001345331,0.001401886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7567643,"threshold_uncertainty_score":0.996315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02541628656256495,"score_gpt":0.3785386020311392,"score_spread":0.3531223154685743,"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."}}