{"id":"W4394938804","doi":"10.5267/j.ijdns.2024.2.015","title":"The importance of effective learning technology utilization, teacher leadership, student engagement, and curriculum in the online learning environment","year":2024,"lang":"en","type":"article","venue":"International Journal of Data and Network Science","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Psychology; Student engagement; Mathematics education; Online learning; Pedagogy; Knowledge management; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.004848599,0.00005449595,0.00008351886,0.000147126,0.0004845246,0.0001294133,0.001045271,0.00002967584,0.000006865364],"category_scores_gemma":[0.0009178779,0.00003335758,0.00001138366,0.0005323355,0.001377937,0.0004081921,0.0003651913,0.0004559372,5.173789e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008708655,"about_ca_system_score_gemma":0.00009724571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001492131,"about_ca_topic_score_gemma":0.000148712,"domain_scores_codex":[0.998739,0.0001782187,0.0002440922,0.0001700667,0.0005114875,0.0001571205],"domain_scores_gemma":[0.9991142,0.0004500514,0.0002046408,0.0001031068,0.0001084957,0.00001947986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007398095,0.0000674426,0.6954681,0.000004721263,0.00006557057,0.000008036496,0.01890417,0.0004860279,0.0001023445,0.01362424,0.0008942697,0.2703677],"study_design_scores_gemma":[0.000282666,0.0001936305,0.3914666,0.000328932,0.00004236525,0.00004181794,0.3234106,0.003163973,0.00004365786,0.005057502,0.2758229,0.0001453622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708054,0.01455402,0.001157515,0.01257833,0.0005373825,0.0001460421,0.000002155525,0.0000225477,0.0001966099],"genre_scores_gemma":[0.9909959,0.008347427,0.0003426372,0.00004094321,0.0001760256,0.000004440596,0.000001497495,0.000002344232,0.00008877846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3045065,"threshold_uncertainty_score":0.5077066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07931850271571268,"score_gpt":0.4174121186845207,"score_spread":0.338093615968808,"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."}}