{"id":"W4298856215","doi":"","title":"Book Review – The Architecture of Productive Learning Networks","year":2014,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Architecture; Computer science; Cognitive science; Computer architecture; History; Psychology; Archaeology","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":[0.001212852,0.0004062471,0.000587206,0.001309029,0.001087207,0.004082254,0.001362827,0.001660311,0.03443469],"category_scores_gemma":[0.01155386,0.0003868559,0.0004517333,0.002414021,0.001745447,0.005081811,0.0008872075,0.001655649,0.008619035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001927372,"about_ca_system_score_gemma":0.001724136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002346559,"about_ca_topic_score_gemma":0.003248163,"domain_scores_codex":[0.9991405,0.0002800021,0.00002674301,0.0001973515,0.0002969386,0.00005843182],"domain_scores_gemma":[0.9937934,0.003502263,0.0003105979,0.0005511659,0.001519879,0.0003226785],"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":[0.00003344571,0.00002128373,0.0007466889,0.0003906604,0.00004538403,0.00009588357,0.0002056097,0.008413982,0.0005439136,0.6077157,0.2154098,0.1663776],"study_design_scores_gemma":[0.00001191618,0.00003019067,0.0006104691,0.0001712432,0.00002667829,0.0001637593,0.00009832723,0.01134546,0.0006522009,0.5949959,0.3918698,0.00002410493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0299057,0.1054593,0.253812,0.1253107,0.009903187,0.0001677462,0.002000577,0.001782067,0.4716587],"genre_scores_gemma":[0.4377492,0.07680205,0.04722562,0.006861505,0.009378781,0.0002111035,0.001699556,0.0009650129,0.4191071],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03443469,"threshold_uncertainty_score":0.1151956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09448396973628242,"score_gpt":0.4969418298793812,"score_spread":0.4024578601430988,"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."}}