{"id":"W3118603511","doi":"10.1111/medu.14455","title":"When I say … pedagogy","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pedagogy; Psychology; Zone of proximal development; Mathematics education","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":[0.004734425,0.000584439,0.0006780922,0.001334675,0.005484877,0.00946822,0.001040951,0.003797938,0.03502231],"category_scores_gemma":[0.02851342,0.0003614375,0.0005964888,0.0008328882,0.007632636,0.009123559,0.005107622,0.01363486,0.03200344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00443156,"about_ca_system_score_gemma":0.005434548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005900492,"about_ca_topic_score_gemma":0.006517498,"domain_scores_codex":[0.9904729,0.0036452,0.0003125746,0.0008682448,0.003410831,0.001290294],"domain_scores_gemma":[0.9916685,0.001918313,0.0006362549,0.0004426806,0.003396001,0.001938308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002733345,0.00005805484,0.001338469,0.0002129865,0.00001867679,0.0002119073,0.01877945,0.00004670464,0.0003688788,0.08938525,0.8161088,0.07344343],"study_design_scores_gemma":[0.00000756174,0.00002063885,0.0004607794,0.0003440039,0.000005893904,0.0001825115,0.007607592,0.00002708056,0.0001542899,0.01537144,0.9758041,0.00001409925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00267953,0.008764771,0.007057726,0.5292364,0.0351529,0.0001233859,0.0001410272,0.0007561259,0.4160882],"genre_scores_gemma":[0.1320762,0.01258746,0.007005813,0.3516408,0.01060093,0.0004388422,0.0002637699,0.0008264515,0.4845597],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03502231,"threshold_uncertainty_score":0.1171613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892256633989844,"score_gpt":0.3964089583538783,"score_spread":0.3774863920139799,"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."}}