{"id":"W2247587468","doi":"","title":"iCl@ssroom 321 - The Future now","year":2011,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001812711,0.0008104726,0.0009769482,0.001992062,0.002239635,0.00903524,0.001185043,0.008654048,0.8008891],"category_scores_gemma":[0.00411783,0.0003031901,0.0007204164,0.002508004,0.001041817,0.005206648,0.002770141,0.002724414,0.7124692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002167087,"about_ca_system_score_gemma":0.003313251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002902395,"about_ca_topic_score_gemma":0.004608848,"domain_scores_codex":[0.9988251,0.0001525865,0.00004771518,0.0001829267,0.0005440192,0.0002476214],"domain_scores_gemma":[0.9956365,0.0005124855,0.0002208478,0.0005067559,0.001333545,0.001789767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007716321,0.00004316851,0.0001298885,0.0001137112,0.00000251011,0.00007580277,0.00003014223,0.00003783492,0.0002518061,0.00594721,0.8709734,0.1223173],"study_design_scores_gemma":[0.0000137576,0.00002181001,0.000204152,0.0001007175,0.000002575361,0.00004755918,0.000056698,0.00004405117,0.00008848947,0.001337004,0.9980768,0.000006313978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004358564,0.003384628,0.0003830267,0.02569864,0.008013655,0.00003420749,0.001055709,0.001421831,0.9595726],"genre_scores_gemma":[0.001531693,0.0008934194,0.0003158303,0.004277208,0.001037242,0.00001670732,0.0004430105,0.0002040426,0.9912807],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8008891,"threshold_uncertainty_score":0.2840074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09125141393935131,"score_gpt":0.3684104562589508,"score_spread":0.2771590423195995,"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."}}