{"id":"W4378674739","doi":"10.1152/physiol.2023.38.s1.5731481","title":"Crosswords crossroad: student turns teacher","year":2023,"lang":"en","type":"article","venue":"Physiology","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Memorization; Set (abstract data type); Mathematics education; Computer science; Psychology; Medical education; Medicine","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":[0.001918237,0.001357853,0.0007069491,0.001196735,0.004052103,0.004221936,0.002252223,0.003027522,0.1605309],"category_scores_gemma":[0.006325426,0.001006015,0.0005899731,0.0005947483,0.000862298,0.003114487,0.006849653,0.003908243,0.08622285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878917,"about_ca_system_score_gemma":0.003031916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00134853,"about_ca_topic_score_gemma":0.004595526,"domain_scores_codex":[0.9979951,0.0004136199,0.0001022982,0.000567856,0.0004420957,0.0004789494],"domain_scores_gemma":[0.992368,0.0005558698,0.000368528,0.000414593,0.002353652,0.003939285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005448514,0.003929514,0.004665453,0.0002423762,0.000008276682,0.001273158,0.01239637,0.0003248059,0.007662926,0.003866374,0.6368856,0.3282003],"study_design_scores_gemma":[0.0001510909,0.001748222,0.004641772,0.0001679928,0.00001339869,0.001672587,0.01467834,0.001350709,0.007287254,0.004683604,0.9635134,0.00009152921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2956151,0.001300648,0.1142607,0.04337916,0.01078747,0.004745816,0.004660103,0.02606989,0.4991811],"genre_scores_gemma":[0.2828038,0.0007363614,0.07841244,0.009220188,0.001041978,0.002106756,0.002385848,0.003883881,0.6194087],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1605309,"threshold_uncertainty_score":0.5370295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0643050115170806,"score_gpt":0.432066293363254,"score_spread":0.3677612818461734,"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."}}