{"id":"W4233541943","doi":"10.4018/9781599043371.ch002.ch000","title":"Organizing Knowledge for Instruction","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Digital literacy in education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Knowledge management; Cognition; Information overload; Literacy; Pluralism (philosophy); Presentation (obstetrics); Computer science; Psychology; Pedagogy; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007604811,0.0005335715,0.0005049962,0.001827097,0.002194575,0.00940145,0.001061051,0.001845526,0.01794159],"category_scores_gemma":[0.00205395,0.0002563899,0.0004760122,0.001874556,0.005526939,0.009042159,0.003007405,0.002901752,0.005760834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003551409,"about_ca_system_score_gemma":0.005570659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002289784,"about_ca_topic_score_gemma":0.003658198,"domain_scores_codex":[0.9993725,0.0001862975,0.00003930617,0.000131248,0.0001735835,0.00009699874],"domain_scores_gemma":[0.9993346,0.0002350286,0.00005267936,0.0001510022,0.0001195291,0.0001071767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006124187,0.00002504763,0.0002057295,0.0002862446,0.00001000653,0.00007960392,0.005470099,0.000300136,0.0002877974,0.8232877,0.03494479,0.1350967],"study_design_scores_gemma":[0.000003664939,0.00001014497,0.0003014576,0.000594495,0.000007539233,0.0001290698,0.001759247,0.0001766527,0.0001830919,0.3164188,0.6804084,0.000007558541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003649272,0.04001431,0.03016803,0.01757509,0.001269295,0.000133654,0.0001889452,0.0003795556,0.9066219],"genre_scores_gemma":[0.3300422,0.08250839,0.09687578,0.009011623,0.002251099,0.0006713533,0.001461137,0.0006489486,0.4765294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01794159,"threshold_uncertainty_score":0.06002063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02847492332552258,"score_gpt":0.2612415196261924,"score_spread":0.2327665963006698,"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."}}