{"id":"W6977803410","doi":"10.6084/m9.figshare.c.7591090.v1","title":"Medical education videos – comparative analysis of sonography vs. clinical examination videos: user perception and educational value","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Technology, Environment, Urban Planning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Quality (philosophy); Perception; Medical history; Physical examination; Resource (disambiguation); Video recording; Educational measurement","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001550529,0.0002331432,0.0004821903,0.001167673,0.00005686216,0.00007809733,0.0002024107,0.0004053736,0.4860393],"category_scores_gemma":[0.0003047225,0.0002227869,0.0002028071,0.0001795829,0.0001721889,0.00009848867,0.00009202913,0.0003728071,0.001145851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004931722,"about_ca_system_score_gemma":0.0001453169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008330835,"about_ca_topic_score_gemma":0.0005291278,"domain_scores_codex":[0.9984712,0.0001232489,0.0004410315,0.0004721539,0.0003575866,0.0001347797],"domain_scores_gemma":[0.9990246,0.0001716478,0.0003969127,0.0002675877,0.00005676254,0.00008243858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002923652,0.0001431007,0.0005380614,0.0002157145,0.0007086304,6.094316e-7,0.002018534,8.413374e-7,4.11278e-7,0.005495544,0.9885221,0.002353526],"study_design_scores_gemma":[0.00009054515,0.00004955956,0.03564179,0.002080308,0.0006614876,0.000001239752,0.001152046,0.0003168906,5.105659e-7,0.0001416938,0.9596394,0.0002245314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004038507,0.009345868,0.00001026152,0.001740815,0.001594762,0.001492194,0.2248604,0.0007138749,0.7562033],"genre_scores_gemma":[0.1368746,0.0002244577,0.0003823873,0.0007590608,0.002709679,0.0007018124,0.3466344,0.0003050072,0.5114085],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4848934,"threshold_uncertainty_score":0.9996319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06150508585782009,"score_gpt":0.3416643021065329,"score_spread":0.2801592162487128,"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."}}