{"id":"W2181817680","doi":"10.36510/learnland.v6i2.613","title":"E-Learning Pedagogy: Addressing Struggling Learners in Regular K-12 Classrooms as an Intransigent Design Problem","year":2013,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Process (computing); Pedagogy; Online learning; Curriculum development; Sociology; Mathematics education; Psychology; Medical education; Computer science; Medicine; Multimedia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00248832,0.0003410837,0.0004424452,0.000378896,0.001328734,0.0006463297,0.0004458065,0.000364211,0.001887797],"category_scores_gemma":[0.0008391489,0.0003355219,0.0001133748,0.0005754302,0.000148034,0.001174737,0.00007113935,0.001867082,0.0002938488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486816,"about_ca_system_score_gemma":0.0006290676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002967097,"about_ca_topic_score_gemma":0.002056375,"domain_scores_codex":[0.9944401,0.002429463,0.000528374,0.0007045084,0.0007325954,0.00116498],"domain_scores_gemma":[0.9985622,0.0004487731,0.0002848786,0.0002134024,0.0001428292,0.00034791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000942438,0.0001887016,0.1626455,0.0000809804,0.00006522542,0.00007416173,0.08646742,0.2540086,0.0024707,0.001884797,0.0001312244,0.4918885],"study_design_scores_gemma":[0.002895241,0.001735107,0.009403238,0.001053825,0.0001179973,0.00002757255,0.4815165,0.09055881,0.0005069429,0.004644121,0.4053148,0.002225841],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758599,0.0003663394,0.00231939,0.001973616,0.0001655339,0.0006642153,3.268502e-7,0.000640353,0.01801036],"genre_scores_gemma":[0.9802566,0.0002566671,0.01324598,0.000077427,0.0005709357,0.00006502757,0.00003180498,0.00008054272,0.005415011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4896626,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0301130481356011,"score_gpt":0.3221251685258619,"score_spread":0.2920121203902608,"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."}}