{"id":"W1566351002","doi":"10.9743/jeo.2009.2.3","title":"An Exploratory Study into the Efficacy of Learning Objects","year":2009,"lang":"en","type":"article","venue":"The Journal of Educators Online","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Psychology; Learning object; Object (grammar); Mathematics education; Preference; Educational technology; Institution; Experiential learning; Computer science; Pedagogy; Artificial intelligence; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008258176,0.0003867474,0.0004605855,0.001644284,0.001382063,0.003510979,0.001030646,0.0007483491,0.002262733],"category_scores_gemma":[0.04291447,0.0003544715,0.0003655344,0.0009561613,0.001743051,0.00323408,0.001548779,0.000748744,0.0003221695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007656764,"about_ca_system_score_gemma":0.0007726534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004046211,"about_ca_topic_score_gemma":0.0004867648,"domain_scores_codex":[0.9937622,0.003965979,0.0004232644,0.0003311599,0.001203518,0.0003139416],"domain_scores_gemma":[0.9470722,0.04393827,0.003448889,0.002013414,0.002711635,0.0008155687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008158979,0.003262957,0.1836812,0.001649703,0.00006158347,0.002319383,0.6105193,0.0003922337,0.01705819,0.006157893,0.0008050193,0.1732765],"study_design_scores_gemma":[0.0001514157,0.01478074,0.2631653,0.001400081,0.0001804546,0.004093872,0.6124264,0.002474256,0.02286492,0.003579626,0.07472592,0.0001570791],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990775,0.000252265,0.003223687,0.0001368691,0.00001928119,0.0002723287,0.00004160493,0.0000386882,0.005240272],"genre_scores_gemma":[0.9937593,0.0001848366,0.003904263,0.00006965028,0.00001964485,0.0001591206,0.00004104662,0.0000255793,0.001836714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008258176,"threshold_uncertainty_score":0.04367393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256108647774445,"score_gpt":0.3322116253382105,"score_spread":0.309650538860466,"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."}}