{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001143418,0.0005891785,0.0005015903,0.0007997654,0.0007041473,0.004299482,0.001360966,0.002544504,0.06462659],"category_scores_gemma":[0.006160263,0.0002267396,0.0003823307,0.001157916,0.001095407,0.008467057,0.002678474,0.002377391,0.03544359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006251527,"about_ca_system_score_gemma":0.0006471064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003577491,"about_ca_topic_score_gemma":0.0004177287,"domain_scores_codex":[0.9987082,0.0003459534,0.0000859139,0.0002704098,0.000479775,0.0001095829],"domain_scores_gemma":[0.998372,0.0006363549,0.00006610929,0.0003881547,0.0003829308,0.0001545698],"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":[0.00005574333,0.00004597078,0.0004461434,0.0003647809,0.00002917836,0.00008479472,0.0001413217,0.002633316,0.0009492589,0.1530072,0.2459478,0.5962944],"study_design_scores_gemma":[0.00001117305,0.00003720073,0.0002526342,0.0002101692,0.000007830426,0.0001760093,0.0000995656,0.008355896,0.00111879,0.09902591,0.8906885,0.00001622114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007738411,0.05178367,0.2882446,0.0567474,0.02233033,0.0002675196,0.002513496,0.008434692,0.5619398],"genre_scores_gemma":[0.219437,0.04446793,0.1394453,0.01096604,0.01195051,0.0005032608,0.006027582,0.001530322,0.565672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06462659,"threshold_uncertainty_score":0.2161975,"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."}}