{"id":"W4290790755","doi":"10.1007/s10459-022-10141-7","title":"Does a deep learning inventory predict knowledge transfer? Linking student perceptions to transfer outcomes","year":2022,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; McMaster University; Impact; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Transfer of learning; Novelty; Psychology; Curriculum; Likert scale; Test (biology); Task (project management); Memorization; Mathematics education; Medical education; Social psychology; Pedagogy; Medicine; Developmental psychology","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":[0.003497483,0.0003743132,0.0004461431,0.001239397,0.0004961754,0.002237687,0.0005317521,0.0009711166,0.004717901],"category_scores_gemma":[0.02376044,0.000245497,0.0009139224,0.0006762355,0.0007278534,0.001836441,0.001714883,0.00210668,0.001112691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006094193,"about_ca_system_score_gemma":0.00107201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054623,"about_ca_topic_score_gemma":0.002337144,"domain_scores_codex":[0.998252,0.0003525147,0.0002109288,0.0001649506,0.0007403341,0.0002793564],"domain_scores_gemma":[0.9756534,0.008557366,0.005712707,0.00138371,0.00294664,0.005746179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002117546,0.001987443,0.9737772,0.0000395316,0.0001554209,0.00003787585,0.0004920644,0.0006283134,0.0006392819,0.0001360039,0.0004538627,0.0214412],"study_design_scores_gemma":[0.00002609532,0.001512291,0.9902917,0.00007109644,0.00009874349,0.00006826683,0.001471637,0.003231927,0.001367321,0.001023988,0.0007948046,0.00004218001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970074,0.00009849915,0.0003803383,0.0002338495,0.00002403461,0.00002459275,0.0001213978,0.00001526731,0.002094551],"genre_scores_gemma":[0.998543,0.0001021713,0.0003041615,0.00007182144,0.00001243239,0.00002029987,0.0001514339,0.000004196411,0.0007906016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004717901,"threshold_uncertainty_score":0.01849669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007921516470563,"score_gpt":0.4202163001474563,"score_spread":0.4001370849827507,"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."}}