{"id":"W4309736026","doi":"10.36834/cmej.75632","title":"Near-peer tutoring: an effective adjunct for virtual anatomy learning","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"McGill University","keywords":"Coronavirus disease 2019 (COVID-19); Attendance; Curriculum; Medical education; Humanities; Virtual classroom; Medicine; Psychology; Anatomy; Art; Pedagogy; Political science; Mathematics education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009513612,0.0001119468,0.0001511831,0.0002467856,0.0006833446,0.00004381949,0.0003127721,0.0001576797,0.01004262],"category_scores_gemma":[0.005439288,0.0001187547,0.00006225202,0.0002547624,0.00009634317,0.0001116914,0.00001786601,0.001676003,0.00001511967],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007193616,"about_ca_system_score_gemma":0.008256952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006155941,"about_ca_topic_score_gemma":0.001116425,"domain_scores_codex":[0.998611,0.0000921075,0.0002133656,0.0001427014,0.0005178477,0.0004229594],"domain_scores_gemma":[0.9955318,0.00007950886,0.00003520456,0.0001048618,0.0001293395,0.004119308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008531774,0.00004496437,0.0002705093,0.00001229008,0.00004892576,0.00005311461,0.001220914,0.001462498,0.000007906054,0.00615553,0.128436,0.8622788],"study_design_scores_gemma":[0.0003707065,0.0002674828,0.000322127,0.00001507977,0.00001257441,0.0004553297,0.002384078,0.01630426,0.00001702883,0.0005647514,0.9791497,0.0001368586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9086508,0.003942594,0.01199058,0.0382572,0.02514411,0.001147145,0.00003816632,0.0006090722,0.01022031],"genre_scores_gemma":[0.9941124,0.00003884169,0.0003365806,0.003553234,0.0009327927,0.0001907375,0.00003881587,0.00003533576,0.0007613047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.862142,"threshold_uncertainty_score":0.9973653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004612520504512709,"score_gpt":0.2590771040015687,"score_spread":0.254464583497056,"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."}}