{"id":"W1579156354","doi":"10.4324/9780203537206","title":"Strategies for Sustainable Open and Distance Learning","year":2006,"lang":"en","type":"book","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Context (archaeology); Sustainability; Open university; Commonwealth; Open learning; Management; Certificate; Sociology; Political science; Pedagogy; Library science; Geography; Teaching method; Cooperative learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006565365,0.0001367265,0.0002371359,0.00004801127,0.0009799182,0.001157344,0.0003131426,0.000208107,0.0001696353],"category_scores_gemma":[0.00008755143,0.000129332,0.00004458344,0.00005379032,0.0001621564,0.0005918483,0.000131368,0.0002766845,0.000005775689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001339258,"about_ca_system_score_gemma":0.00275591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911248,"about_ca_topic_score_gemma":0.00537833,"domain_scores_codex":[0.9989619,0.00006204075,0.0001436725,0.0002793116,0.0001665997,0.0003865039],"domain_scores_gemma":[0.9993773,0.0001957208,0.0001219713,0.00007916194,0.0001694872,0.00005637945],"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":[0.000006060847,0.000005140946,0.00003997619,0.00007555553,0.000007768867,0.000005522552,0.0003346451,0.00002406179,1.099698e-7,0.8218201,0.1726684,0.005012675],"study_design_scores_gemma":[0.0001240365,0.00004016884,0.000004589452,0.00003313919,0.00001576629,1.399989e-7,0.02821557,0.00001864734,1.499918e-7,0.1309924,0.8403885,0.000166978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001452361,0.0003535024,0.002398014,0.0005302688,0.00003272313,0.0006250271,0.000003104934,0.00007840565,0.9959644],"genre_scores_gemma":[0.0005616937,0.00007371326,0.002355216,0.00003369374,0.0004881085,0.00003053997,0.00007048842,0.0000241171,0.9963624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6908277,"threshold_uncertainty_score":0.9998795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018098145043768,"score_gpt":0.3301094061092679,"score_spread":0.3120112610654999,"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."}}