{"id":"W2060539314","doi":"10.1145/1070948.1070952","title":"\"Or even worse\"","year":2005,"lang":"en","type":"article","venue":"eLearn","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","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":[0.0001654486,0.00006939621,0.00007148948,0.00006134861,0.0001180415,0.00009714848,0.001061704,0.00003089531,0.0001362603],"category_scores_gemma":[0.00005522641,0.00005834017,0.00002271435,0.0002138438,0.0000248352,0.0003151268,0.0003450409,0.0001500415,0.001215718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003668963,"about_ca_system_score_gemma":0.00007016019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001323065,"about_ca_topic_score_gemma":0.00003529617,"domain_scores_codex":[0.9993818,0.00005649178,0.000102085,0.0001046235,0.0001522123,0.0002027382],"domain_scores_gemma":[0.9992744,0.0000911082,0.00002808296,0.0005371276,0.00003433622,0.00003499299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000127167,0.0001024763,0.001066419,0.00001822304,0.00003233636,0.00002918567,0.01318126,0.0005431559,0.0001285733,0.1275772,0.07758238,0.7797261],"study_design_scores_gemma":[0.0001644642,0.00004443081,0.005152311,0.00002523815,0.000001215087,0.00003403573,0.00006707504,0.007856567,0.001016177,0.002028074,0.9834105,0.0001999208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2459273,0.001104565,0.398908,0.05940331,0.002535772,0.0004749903,0.000001848835,0.003311242,0.2883329],"genre_scores_gemma":[0.7601445,0.00003021922,0.1881261,0.002236216,0.0002766136,0.00001029559,0.000001005501,0.00001329386,0.0491617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9058281,"threshold_uncertainty_score":0.999562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585416893801909,"score_gpt":0.2629696433377192,"score_spread":0.2371154743997001,"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."}}