{"id":"W3142170118","doi":"10.29173/iasl7544","title":"ECOLE","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Point (geometry); SOCRATES; Space (punctuation); Information and Communications Technology; Engineering management; Field (mathematics); Computer science; Knowledge management; Engineering; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001828146,0.0001154836,0.0001289796,0.00005660455,0.0001744731,0.000829982,0.0006258753,0.00005806501,0.0004117119],"category_scores_gemma":[0.0001961834,0.0001166298,0.00004107224,0.0004521248,0.00003038985,0.001279178,0.0003256241,0.0002232143,0.0005663112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002635699,"about_ca_system_score_gemma":0.000322052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001044327,"about_ca_topic_score_gemma":0.000002768973,"domain_scores_codex":[0.9989197,0.00001213695,0.0001609875,0.0003985665,0.0002240649,0.0002845559],"domain_scores_gemma":[0.9985793,0.00002183668,0.00006962218,0.0001254748,0.001057741,0.0001460209],"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":[0.000006827595,0.0002521464,0.01666178,0.00007047248,0.00003044351,0.00002772223,0.2403654,0.000004843237,0.00181786,0.6398554,0.03561493,0.06529208],"study_design_scores_gemma":[0.001020436,0.0003513541,0.048017,0.0002012231,0.00002243443,0.0003558958,0.4229853,0.01931278,0.02752555,0.02445631,0.4542257,0.001525983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6200475,0.00009376539,0.0154576,0.01570782,0.0009173437,0.0001665101,0.000002863769,0.0005926873,0.3470139],"genre_scores_gemma":[0.9805897,0.00001816443,0.008316186,0.0008730895,0.00008793467,0.00001508307,0.000002586473,0.000006611112,0.01009066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6153991,"threshold_uncertainty_score":0.8003535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02155856212072481,"score_gpt":0.2675168534169111,"score_spread":0.2459582912961863,"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."}}