{"id":"W2042685716","doi":"10.4018/ijopcd.2012070104","title":"Designing Digital Video to Support Learner Outcomes","year":2012,"lang":"en","type":"article","venue":"International Journal of Online Pedagogy and Course Design","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Resource (disambiguation); Digital health; Multimedia; Computer science; Medical education; Digital video; Qualitative research; Multimethodology; Health professionals; Online learning; Psychology; Health care; Pedagogy; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001267764,0.000110479,0.0001949798,0.0001794224,0.0001373722,0.0001490631,0.0003196283,0.00007384305,0.0002760703],"category_scores_gemma":[0.0006561028,0.00009280856,0.00009442091,0.00008393687,0.00008176475,0.0009423359,0.00004673237,0.000263802,0.0000419579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005089142,"about_ca_system_score_gemma":0.001692507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001867446,"about_ca_topic_score_gemma":0.00004080858,"domain_scores_codex":[0.9984937,0.0001468715,0.0003485548,0.0000965958,0.0006275465,0.0002867206],"domain_scores_gemma":[0.9986403,0.0003403033,0.0002331261,0.00005368628,0.0004368145,0.0002957828],"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":[0.0002198241,0.0006540708,0.2321348,0.000002626843,0.0003208312,0.0001197988,0.006169716,0.0003836512,0.0002944725,0.003137999,0.0049431,0.7516191],"study_design_scores_gemma":[0.001544461,0.0007411753,0.1116284,0.0001035385,0.0001596637,0.0003672074,0.02278982,0.00007212911,0.0002990624,0.001265017,0.8605314,0.0004981015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6884208,0.001069809,0.1495446,0.1511904,0.004225168,0.0002952298,0.00004575664,0.00007692056,0.005131277],"genre_scores_gemma":[0.9745746,0.0001131464,0.0202891,0.0006423477,0.001933495,0.000001141866,0.000005762968,0.00001277121,0.002427647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8555883,"threshold_uncertainty_score":0.3784623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05820450343422659,"score_gpt":0.4261995245903278,"score_spread":0.3679950211561012,"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."}}