{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006657273,0.0002709422,0.0008453586,0.000748968,0.002756285,0.00809213,0.001277008,0.004691556,0.01259284],"category_scores_gemma":[0.03040736,0.0003214105,0.0002678684,0.001042237,0.006876349,0.01253415,0.001066476,0.004840901,0.007686459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958103,"about_ca_system_score_gemma":0.00173178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008880584,"about_ca_topic_score_gemma":0.01760686,"domain_scores_codex":[0.9956248,0.001910912,0.0003166694,0.0004159037,0.001493001,0.0002386856],"domain_scores_gemma":[0.9887405,0.00554819,0.0005236428,0.0007289808,0.003302725,0.001155824],"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":[0.0002351456,0.0001264683,0.005914423,0.001410856,0.00004476143,0.0007255935,0.005852092,0.0001358409,0.004323401,0.09087725,0.2845875,0.6057667],"study_design_scores_gemma":[0.00003377434,0.0002067673,0.007161524,0.003972012,0.00006252438,0.003164903,0.03662449,0.0003129691,0.003497979,0.08223634,0.862598,0.0001285203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01844081,0.07635605,0.01541093,0.7395866,0.02049053,0.0001065947,0.00035917,0.0003882536,0.128861],"genre_scores_gemma":[0.4124284,0.1673364,0.0310118,0.2257277,0.0172554,0.000182089,0.000267435,0.001293702,0.144497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01259284,"threshold_uncertainty_score":0.04212731,"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."}}