{"id":"W4386380526","doi":"10.1186/s12909-023-04556-y","title":"Transforming traditional physiotherapy hands-on skills teaching into video-based learning","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"Berner Fachhochschule","keywords":"Psychomotor learning; Curriculum; Likert scale; Class (philosophy); Pace; Medical education; Psychology; Teaching method; Observational study; Interactive video; Preference; Mathematics education; Multimedia; Medicine; Pedagogy; Computer science; Cognition","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":[0.001317478,0.0002201687,0.0001088402,0.0002856604,0.000304914,0.001004082,0.0005948563,0.0005631577,0.007579769],"category_scores_gemma":[0.003690825,0.00009959393,0.0001721454,0.0002345666,0.0008068698,0.0006005198,0.002136451,0.000809263,0.001109297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114043,"about_ca_system_score_gemma":0.001583478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003256323,"about_ca_topic_score_gemma":0.003722107,"domain_scores_codex":[0.9989424,0.0003767584,0.00005628409,0.0001879846,0.0002440669,0.0001923689],"domain_scores_gemma":[0.9981957,0.000685483,0.0002484353,0.0001469437,0.0002987217,0.0004246951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004176566,0.002149823,0.03045008,0.001455571,0.00002317189,0.0003186981,0.003278395,0.002569777,0.03091274,0.003064561,0.00351645,0.9218431],"study_design_scores_gemma":[0.0007749017,0.02165263,0.5354946,0.004603945,0.0001026865,0.006761582,0.01609696,0.01214722,0.06003841,0.008590031,0.3334814,0.0002556505],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366173,0.00156743,0.02507676,0.003448487,0.0002738843,0.000750822,0.0002818546,0.0003096949,0.03167373],"genre_scores_gemma":[0.9827341,0.001224569,0.01107747,0.001007623,0.0001046979,0.0003034664,0.0001336292,0.00003408887,0.003380219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007579769,"threshold_uncertainty_score":0.02535689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03440822907254523,"score_gpt":0.4109210292649227,"score_spread":0.3765128001923775,"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."}}