{"id":"W2240767361","doi":"","title":"A Collaboratory Ubiquitous Pedagogical Environment","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Collaboratory; Computer science; Human–computer interaction; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001877355,0.0002032861,0.0002013781,0.0006069334,0.000146534,0.00007752737,0.0007008545,0.0001664721,0.00092159],"category_scores_gemma":[0.000298306,0.0001970227,0.00002188692,0.0006971915,0.0003393356,0.0002006554,0.0001668304,0.0004680486,0.0006699565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485911,"about_ca_system_score_gemma":0.0006725299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002351094,"about_ca_topic_score_gemma":0.00003917294,"domain_scores_codex":[0.9983432,0.00006602829,0.0002706447,0.000612008,0.0003593097,0.000348779],"domain_scores_gemma":[0.998556,0.0004273718,0.0001314342,0.0005614962,0.0001328151,0.0001908578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003613235,0.0003408184,0.003264421,0.000005211087,0.00001037165,0.000002673032,0.001422889,0.00001243878,0.0004569096,0.9403757,0.004323718,0.04978118],"study_design_scores_gemma":[0.000586142,0.0002597741,0.01733591,0.00006915558,0.00001708877,0.00005898786,0.0001996329,0.002297663,0.002716625,0.8925002,0.08332953,0.0006292719],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03569625,0.0005935192,0.001844652,0.9550445,0.001851693,0.0003160198,0.000004778757,0.0002208928,0.0044277],"genre_scores_gemma":[0.9783907,0.0001835017,0.01739062,0.0006973451,0.0008087597,0.0003332829,0.00001615424,0.00001139886,0.00216823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9543471,"threshold_uncertainty_score":0.9999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03883946845623472,"score_gpt":0.2872327565973938,"score_spread":0.2483932881411591,"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."}}