{"id":"W4200468154","doi":"10.1017/s0140525x21001503","title":"Numbers, numerosities, and new directions","year":2021,"lang":"en","type":"article","venue":"Behavioral and Brain Sciences","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Natural (archaeology); Rational number; Rational agent; Natural number; Sense (electronics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001588632,0.00008267537,0.0001223839,0.00002472788,0.0002692374,0.000135264,0.00004889211,0.00002778829,0.0003028616],"category_scores_gemma":[0.0001514478,0.0000626259,0.00002272549,0.0001892706,0.0002346097,0.0001596301,0.0001007783,0.0000481817,0.00000876538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007791297,"about_ca_system_score_gemma":0.00006803323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009818877,"about_ca_topic_score_gemma":0.0001742606,"domain_scores_codex":[0.9993284,0.0000208608,0.0001182624,0.0002128819,0.0001704711,0.0001491258],"domain_scores_gemma":[0.9995001,0.000279303,0.00002561891,0.00004923374,0.00002831885,0.0001174298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001589758,0.001148517,0.04535004,0.0001425232,0.00003835417,0.0001731296,0.007645651,4.363692e-8,0.01192314,0.3610902,0.07620987,0.4962626],"study_design_scores_gemma":[0.0005847337,0.0001885159,0.0330596,0.0001997815,0.00005994257,0.0003721906,0.00529505,0.00001064193,0.01103495,0.9354159,0.01328089,0.0004977736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865534,0.0004125512,0.0002006621,0.002763293,0.00007123379,0.00006980504,0.00000616769,0.00004546762,0.009877453],"genre_scores_gemma":[0.9209174,0.0001394658,0.05494879,0.0008240879,0.00009894664,0.00001101152,0.000004325397,0.0000113458,0.02304464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5743257,"threshold_uncertainty_score":0.3316123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050865980130367,"score_gpt":0.3646430699877238,"score_spread":0.2595564719746871,"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."}}