{"id":"W2337409175","doi":"10.2304/elea.2004.1.1.1","title":"E-Learning Machines","year":2004,"lang":"en","type":"article","venue":"E-Learning and Digital Media","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Skepticism; Conversation; Constructive; Electronic media; Epistemology; Media studies; Computer science; Sociology; Philosophy; Linguistics; Multimedia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003479228,0.00008197257,0.00009777396,0.00006380938,0.0007173035,0.00027998,0.0001352621,0.00006697173,0.0001237719],"category_scores_gemma":[0.003238081,0.00007931334,0.00002860178,0.0001855088,0.000200247,0.0004016436,0.00003922067,0.0002669084,0.0001789209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004080547,"about_ca_system_score_gemma":0.0001428447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000553167,"about_ca_topic_score_gemma":0.0002106563,"domain_scores_codex":[0.9991791,0.00008842658,0.0001260767,0.0001484208,0.000233067,0.0002249478],"domain_scores_gemma":[0.9992768,0.0003150631,0.00006591342,0.00008744537,0.00005929624,0.0001954849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001752516,0.0001145792,0.1542495,0.00002155701,0.00001956669,0.000003679114,0.4800303,0.0001365295,0.00003624028,0.020595,0.000648402,0.3441271],"study_design_scores_gemma":[0.0009179621,0.0001791732,0.04066144,0.0001685493,0.00002518951,0.000009602265,0.1660808,0.00007751922,0.00003787806,0.02837299,0.7628896,0.0005792942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7661732,0.0008293555,0.00009641612,0.002136366,0.0004893493,0.00007218235,0.000001083243,0.0002175153,0.2299846],"genre_scores_gemma":[0.9939609,0.0007282728,0.0004013695,0.00004565471,0.0004661812,0.000006221635,0.00004499248,0.00001076051,0.0043357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7622412,"threshold_uncertainty_score":0.5516991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616940625852693,"score_gpt":0.294326402723284,"score_spread":0.2781569964647571,"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."}}