{"id":"W1896297383","doi":"","title":"Generating Interest-based Learning Paths based on Information Theory","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0002844133,0.0002187655,0.0001938118,0.001216625,0.0003968798,0.00005819948,0.0006175821,0.000191147,0.000218816],"category_scores_gemma":[0.0008228896,0.0002043711,0.00003331634,0.0008345469,0.0003790058,0.0003115376,0.00008488154,0.0007401519,0.0001131308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008207166,"about_ca_system_score_gemma":0.001067109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002131597,"about_ca_topic_score_gemma":0.000009083185,"domain_scores_codex":[0.998625,0.00009528275,0.0003119586,0.000378621,0.0002886004,0.000300577],"domain_scores_gemma":[0.9980426,0.0009933836,0.000192202,0.0004129205,0.0002529958,0.0001058646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009026991,0.0001831698,0.005108761,0.000008973104,0.000008197277,0.000003715789,0.0002461504,0.0001272489,0.0001290927,0.9789479,0.001949043,0.01327875],"study_design_scores_gemma":[0.0008694791,0.0005622598,0.01024713,0.0002084807,0.00001094845,0.00003440164,0.0001211993,0.05843848,0.005224101,0.9201469,0.003580782,0.0005557946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05243325,0.0002556402,0.06817114,0.8719083,0.002754482,0.0004329996,0.000009698715,0.0008119582,0.003222553],"genre_scores_gemma":[0.9782343,0.00003214707,0.01802523,0.002931637,0.0001494135,0.0002588137,0.00007422555,0.000007898019,0.0002863425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.925801,"threshold_uncertainty_score":0.8334013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061017348142469,"score_gpt":0.2689615381165473,"score_spread":0.2383513646351226,"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."}}