{"id":"W1690748159","doi":"","title":"A Review of Teaching as a Design Science: Building Pedagogical Patterns for Learning and Technology","year":2013,"lang":"en","type":"review","venue":"International journal of e-learning & distance education","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nipissing University","funders":"","keywords":"Mathematics education; Science learning; Computer science; Engineering ethics; Sociology; Science education; Architectural engineering; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003595363,0.000338198,0.001003592,0.001301188,0.0003682358,0.0005554761,0.002165622,0.0001684758,0.00006507505],"category_scores_gemma":[0.007314974,0.0002911645,0.0002747617,0.0007334332,0.0001683876,0.00116942,0.0003131872,0.001624763,0.00001263108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004723969,"about_ca_system_score_gemma":0.003383168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001101428,"about_ca_topic_score_gemma":2.601572e-7,"domain_scores_codex":[0.9964553,0.0004916995,0.001358806,0.0005280692,0.0008324365,0.0003336616],"domain_scores_gemma":[0.9930953,0.0007332183,0.003349367,0.0002237991,0.002420757,0.0001775963],"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":[0.000005426283,0.0001344949,0.0001566711,0.005278425,0.00009103221,0.000002059892,0.0006049715,0.00002410034,0.00002914593,0.06547903,0.0004277693,0.9277669],"study_design_scores_gemma":[0.0001522396,0.0002720495,0.00000922547,0.07989407,0.0001282456,0.0004859692,0.001816799,0.0002654791,0.00001116922,0.0007900564,0.9158901,0.0002845859],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007109036,0.7999087,0.1961246,0.001066787,0.001682954,0.0005381561,0.000001061446,0.00003746874,0.0005691664],"genre_scores_gemma":[0.003486607,0.9446741,0.05031876,0.00009112646,0.0004465022,0.0001044935,0.000013244,0.00003345257,0.0008316849],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9274823,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0691622947771525,"score_gpt":0.447633094909839,"score_spread":0.3784708001326865,"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."}}