{"id":"W3149943455","doi":"","title":"Design Models as Emergent Features: An Empirical Study in Communication and Shared Mental Models in Instructional.","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Instructional design; Computer science; Empirical research; Knowledge management; Process (computing); Mental model; Psychology; Feature (linguistics); Process management; Multimedia; Engineering; Cognitive science","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":[0.00184111,0.0001195757,0.0002463693,0.001463198,0.0002007851,0.00003124577,0.0001643302,0.0002130619,0.00004546816],"category_scores_gemma":[0.0001149296,0.0001198145,0.00001439845,0.0005113505,0.0001592175,0.0001563321,0.00002056289,0.001494757,7.669898e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210045,"about_ca_system_score_gemma":0.0001741995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029522,"about_ca_topic_score_gemma":0.01349297,"domain_scores_codex":[0.9978071,0.00128373,0.0003847849,0.0001942609,0.00008223181,0.0002478191],"domain_scores_gemma":[0.9994195,0.00008363114,0.0001864089,0.0001301091,0.00008757658,0.00009282399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001373639,0.0002235568,0.9004807,0.000004536051,0.00005808207,0.000231918,0.02350719,0.01682014,0.0001356279,0.01289696,0.0004497214,0.04505422],"study_design_scores_gemma":[0.008257908,0.004414218,0.6718221,0.0002681116,0.0000579969,0.003593156,0.1149568,0.02126836,0.00003644307,0.1683225,0.006164494,0.0008379036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936422,0.001468046,0.002296395,0.001453846,0.00009149113,0.0001339783,0.000001068315,0.00001894252,0.0008940139],"genre_scores_gemma":[0.9927528,0.00001907507,0.006958591,0.0000244141,0.0000220385,0.000008182952,0.000005433117,0.00001548059,0.0001940048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2286586,"threshold_uncertainty_score":0.9962953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06085455575557219,"score_gpt":0.377359956840069,"score_spread":0.3165054010844968,"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."}}