{"id":"W2111953968","doi":"10.14742/apubs.2010.2134","title":"Design of an adaptive learner directed model for e-learning","year":2010,"lang":"en","type":"article","venue":"ASCILITE Publications","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Psychology","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":[0.003159828,0.0001203909,0.0001719407,0.0002507567,0.0002797727,0.00003232166,0.0002836375,0.0001492525,0.0003560047],"category_scores_gemma":[0.001894222,0.0001167147,0.00005755152,0.0005408415,0.0001374333,0.0001926221,0.00002366364,0.0006968447,0.00002844487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001468729,"about_ca_system_score_gemma":0.00009983576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007422007,"about_ca_topic_score_gemma":0.00001239605,"domain_scores_codex":[0.9981746,0.0007976198,0.0002829861,0.0003592697,0.0001184906,0.0002670166],"domain_scores_gemma":[0.9977102,0.0008098508,0.0002000375,0.0005251162,0.0006797926,0.00007504645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000378863,0.001057402,0.003551124,0.00001616463,0.0002497424,2.533686e-7,0.03553757,0.02328336,0.07441998,0.6025617,0.005756931,0.253187],"study_design_scores_gemma":[0.0006764676,0.0003428847,0.03407961,0.000005244729,0.00003810113,0.000004667302,0.0006551505,0.9201807,0.0002819385,0.006303741,0.03715715,0.0002743439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05602566,0.00001638208,0.9273853,0.0005646824,0.0001877319,0.0003923419,0.00001940122,0.0004023513,0.01500617],"genre_scores_gemma":[0.6010758,2.711568e-7,0.3801652,0.00006395888,0.00006402021,0.0002776123,0.0000758277,0.00002599542,0.01825131],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8968973,"threshold_uncertainty_score":0.4759487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1141991209352429,"score_gpt":0.4022686067871655,"score_spread":0.2880694858519226,"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."}}