{"id":"W4407981688","doi":"10.23977/aetp.2025.090108","title":"Online Self-learning Education of College Students Based on Human-computer Interaction Environment","year":2025,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chongqing Municipal Education Commission","keywords":"Mathematics education; Psychology; Computer science; Pedagogy; Human–computer interaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003914511,0.0002346366,0.0002440556,0.0005796368,0.0005894208,0.001525103,0.0003328095,0.0002694275,0.003982179],"category_scores_gemma":[0.001935032,0.00006810123,0.0001838159,0.0002425212,0.0002260168,0.0006035275,0.001018643,0.0003190447,0.0005554384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002635251,"about_ca_system_score_gemma":0.0007692468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007207378,"about_ca_topic_score_gemma":0.001451521,"domain_scores_codex":[0.9995627,0.0001260275,0.00002081538,0.0000629209,0.0001108178,0.0001167385],"domain_scores_gemma":[0.9983083,0.0002583142,0.000184398,0.00007432988,0.0001550077,0.001019665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00032088,0.02021152,0.4956363,0.0002259418,0.00004039832,0.000529025,0.01072984,0.0005085648,0.01144227,0.001142189,0.002360865,0.4568522],"study_design_scores_gemma":[0.00008012981,0.004232596,0.9452133,0.0001245584,0.00006759779,0.0005778542,0.01874148,0.005074394,0.007349511,0.001453566,0.01703732,0.00004777588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960631,0.00005951933,0.0003769714,0.00009932436,0.000006765299,0.00003817991,0.000008901218,0.00002283922,0.003324352],"genre_scores_gemma":[0.9975449,0.00006269437,0.0005442352,0.0000435187,0.000005525594,0.00002146363,0.00002053869,0.00000255598,0.001754579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003982179,"threshold_uncertainty_score":0.01332176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542357142397422,"score_gpt":0.4433975617835571,"score_spread":0.4279739903595829,"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."}}