{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002366373,0.0001462718,0.0001274693,0.000335792,0.0004259219,0.0005039747,0.002468626,0.0001652917,0.001252056],"category_scores_gemma":[0.0007136313,0.00010201,0.0002273623,0.0008362302,0.000267089,0.001369226,0.0003437814,0.0002663285,0.0006933544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051138,"about_ca_system_score_gemma":0.0003357595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001947866,"about_ca_topic_score_gemma":0.00001721806,"domain_scores_codex":[0.9979472,0.00003090766,0.0006899128,0.0003396602,0.0007715757,0.0002207041],"domain_scores_gemma":[0.9968169,0.0001132323,0.0005204868,0.0008982632,0.001601861,0.00004924842],"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":[0.000008945829,0.00008739581,0.00419082,0.000003549382,0.00004288119,1.85968e-8,0.004695231,0.000003465812,0.000009369349,0.3259079,0.3620454,0.303005],"study_design_scores_gemma":[0.0001955038,0.00002428985,0.006309184,0.000009351432,0.00001437087,0.0000048964,0.05015766,0.004939127,0.0001324819,0.1055214,0.8325573,0.0001344422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07497185,0.0002668879,0.5673076,0.1364977,0.02406154,0.002037883,0.000227779,0.0009325608,0.1936962],"genre_scores_gemma":[0.9587901,0.00003920128,0.0238714,0.002495889,0.0004273226,0.0003354064,0.0002581396,0.00000865673,0.01377387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8838183,"threshold_uncertainty_score":0.9996609,"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."}}