{"id":"W2493335496","doi":"10.4018/978-1-59140-393-7.ch015","title":"An Embedded Collaborative Systems Model for Implementing ICT-based Multimedia Cartography Teaching and Learning","year":2005,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Information and Communications Technology; Computer science; Multimedia; Constructivist teaching methods; Collaborative learning; Knowledge management; Mathematics education; Teaching method; World Wide Web; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004299749,0.0007717672,0.0009307183,0.0003282719,0.001148991,0.0002307903,0.0003085283,0.0007121949,0.00002734282],"category_scores_gemma":[0.0002011189,0.00080286,0.000229259,0.0000490279,0.0001833803,0.00007275958,0.00006513894,0.002287885,0.00001266979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952062,"about_ca_system_score_gemma":0.0002103243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002192462,"about_ca_topic_score_gemma":0.00005111214,"domain_scores_codex":[0.9954802,0.001421334,0.0008009766,0.001091094,0.0003556348,0.0008508046],"domain_scores_gemma":[0.9973915,0.0005964159,0.0008582451,0.000534749,0.0004071431,0.0002119782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003131775,0.00004793151,0.0003270484,0.0001259296,0.0006013209,0.00001736985,0.01497111,0.003565123,0.0002729487,0.8958234,0.001695194,0.08223944],"study_design_scores_gemma":[0.01002269,0.002599565,0.0002927982,0.001453367,0.001298924,0.00007189466,0.009980784,0.6270621,0.000029394,0.02453645,0.3178236,0.004828398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0039939,0.0006143194,0.1423863,0.00002466299,0.0006805412,0.001380695,0.0004744285,0.0004991153,0.849946],"genre_scores_gemma":[0.7058848,8.45625e-7,0.1688484,0.0004908579,0.001472471,0.0003414051,0.000205308,0.0003124671,0.1224435],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.871287,"threshold_uncertainty_score":0.9994422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04088864974940445,"score_gpt":0.3715696984793487,"score_spread":0.3306810487299443,"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."}}