{"id":"W1890856469","doi":"10.21432/t24c7p","title":"DV or Not DV: That is the Question When Producing Video for the Internet","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Computer science; Multimedia; Production (economics); Quality (philosophy); Video production; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002986627,0.0001103097,0.0001339762,0.0002330492,0.0001756541,0.00006249003,0.0002261362,0.0001065654,0.0001020222],"category_scores_gemma":[0.0003746557,0.00006956898,0.0000359096,0.0001351174,0.0001025131,0.00007222088,0.00001402297,0.0007013236,0.000005731679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009338355,"about_ca_system_score_gemma":0.00002433086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001452135,"about_ca_topic_score_gemma":0.0004637924,"domain_scores_codex":[0.9994053,0.00001964936,0.0001682295,0.00009493862,0.00006348717,0.0002484267],"domain_scores_gemma":[0.9995315,0.0001536388,0.00006824256,0.0001206521,0.00004495056,0.00008099417],"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":[0.00009338869,0.00002747641,0.06451689,0.000396265,0.001495738,0.0003344998,0.0462383,0.1787194,0.02307733,0.005996486,0.09584155,0.5832627],"study_design_scores_gemma":[0.0005658694,0.0004400772,0.0005102096,0.0003565919,0.00008175043,0.001433344,0.003987584,0.1529817,0.02080551,0.0002088008,0.8183017,0.0003268581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8871031,0.04191401,0.03163978,0.03473823,0.002421099,0.0006446955,0.000006949206,0.0005240085,0.001008061],"genre_scores_gemma":[0.9972539,0.0001679812,0.001175765,0.00004789597,0.0001171712,0.00001078237,3.110543e-7,0.00003218435,0.001194005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7224602,"threshold_uncertainty_score":0.3046941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137202838435109,"score_gpt":0.2183817515621779,"score_spread":0.204661467718667,"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."}}