{"id":"W2974682550","doi":"10.1371/journal.pone.0222447","title":"Randomized control trial of Tools of the Mind: Marked benefits to kindergarten children and their teachers","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Ministry of Health, British Columbia; National Institute on Drug Abuse; Canada Research Chairs; Bezos Family Foundation; Spencer Foundation","keywords":"Curriculum; Randomized controlled trial; Psychology; Control (management); Mathematics education; Ostracism; Task (project management); Reading (process); Burnout; Medical education; Medicine; Pedagogy; Clinical psychology; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003141772,0.002164641,0.004100552,0.001173121,0.001140967,0.001413601,0.001629155,0.00379329,0.008618806],"category_scores_gemma":[0.006634309,0.001096558,0.00165026,0.0007606801,0.002141545,0.001248142,0.0009668763,0.003647888,0.0007707811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00182347,"about_ca_system_score_gemma":0.002835254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005023542,"about_ca_topic_score_gemma":0.007132506,"domain_scores_codex":[0.9964482,0.001731458,0.0003366654,0.0006263304,0.0002532886,0.0006041831],"domain_scores_gemma":[0.9955117,0.001884656,0.0008679499,0.0004003858,0.00028788,0.001047451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9670293,0.02208575,0.0002471679,0.0004204464,0.0003291848,0.00003361641,0.00006152576,0.0001793262,0.000652455,0.0002236473,0.000384448,0.008353001],"study_design_scores_gemma":[0.9162398,0.08151921,0.000796898,0.00003777997,0.0001745289,0.000009300458,0.0000428197,0.0002228401,0.0003753687,0.0002086934,0.0003575474,0.00001510044],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755841,0.001846586,0.001075476,0.0006527478,0.00158871,0.01608231,0.0007009286,0.0002963943,0.002172672],"genre_scores_gemma":[0.9531367,0.001335244,0.004026774,0.0006931607,0.0006288068,0.03468704,0.000467434,0.00003514308,0.004989684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008618806,"threshold_uncertainty_score":0.02883279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784561861696738,"score_gpt":0.2316174372207883,"score_spread":0.2037718186038209,"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."}}