{"id":"W4297910715","doi":"10.1007/978-3-031-02078-0_23","title":"Hybrid Learning in Neurosurgery","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Apprenticeship; Connectivism; Computer science; Psychology; Learning theory; Mathematics education; Geography","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":[0.00015387,0.0006103878,0.0003535102,0.0007594802,0.0005450646,0.001850517,0.0007218585,0.0009900937,0.03452352],"category_scores_gemma":[0.0003704585,0.0002653368,0.0003133576,0.0008203827,0.000811226,0.002030255,0.00151436,0.001344102,0.009538735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007243624,"about_ca_system_score_gemma":0.0005695611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001402123,"about_ca_topic_score_gemma":0.004455823,"domain_scores_codex":[0.9999026,0.00001467748,0.000002637245,0.00001431557,0.0000551415,0.00001056028],"domain_scores_gemma":[0.9999058,0.0000480581,0.00000395047,0.00001178821,0.00001833706,0.00001202405],"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":[0.00001750354,0.00003276896,0.0001060751,0.0002697033,0.00001251005,0.0001331714,0.0002953465,0.00587127,0.001640488,0.2768774,0.1596123,0.5551314],"study_design_scores_gemma":[0.000002716995,0.00002502397,0.000326838,0.0002203957,0.000007632635,0.0007514661,0.0001550092,0.004654671,0.0008868353,0.1347384,0.8582149,0.00001598115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002157421,0.02601234,0.08624215,0.001119485,0.001362544,0.00002758951,0.00008780188,0.0005293455,0.8824614],"genre_scores_gemma":[0.02018402,0.01571637,0.02091813,0.0006058595,0.0005592404,0.00004880111,0.0001782823,0.0002076526,0.9415816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03452352,"threshold_uncertainty_score":0.1154926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008634502489410948,"score_gpt":0.184243577864173,"score_spread":0.1756090753747621,"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."}}