{"id":"W2283653960","doi":"10.1016/j.plrev.2016.01.004","title":"Boltzmann equation modelling of Learning Dynamics","year":2016,"lang":"en","type":"review","venue":"Physics of Life Reviews","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dynamics (music); Boltzmann equation; Computer science; Statistical physics; Artificial intelligence; Psychology; Physics; Thermodynamics","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":[0.0006040614,0.0007348925,0.00140311,0.0006402514,0.0001471279,0.001020115,0.001883236,0.00125739,0.002799574],"category_scores_gemma":[0.001519806,0.0003337166,0.0007077968,0.001125157,0.0008514127,0.002026871,0.0007284338,0.00169739,0.001598665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009518489,"about_ca_system_score_gemma":0.001274038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002945891,"about_ca_topic_score_gemma":0.002081033,"domain_scores_codex":[0.9997783,0.00006619717,0.00002030258,0.00003140719,0.00008538801,0.00001851927],"domain_scores_gemma":[0.9997191,0.000151894,0.0000256163,0.00002539127,0.00006605949,0.00001199902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004238126,0.00005092089,0.0003506652,0.004151013,0.0001751546,0.0001033752,0.00008216149,0.08728448,0.002230394,0.3847033,0.02295685,0.4978693],"study_design_scores_gemma":[0.00002651411,0.00004067406,0.0005591407,0.001459351,0.0001264657,0.0004432224,0.00003406622,0.2053611,0.002365876,0.453361,0.3361498,0.00007290056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00405042,0.6800339,0.2813234,0.006059951,0.001889738,0.00004982222,0.0002837676,0.000370832,0.02593822],"genre_scores_gemma":[0.08307426,0.8485029,0.04419582,0.0008882883,0.001431375,0.0001361819,0.0005513281,0.0001002658,0.02111972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002945891,"threshold_uncertainty_score":0.009365499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1947074323806208,"score_gpt":0.3479047392447639,"score_spread":0.1531973068641431,"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."}}