{"id":"W1604844398","doi":"","title":"Principles of Effective Web-Based Content for Secondary School Students: Teacher and Developer Perceptions","year":2007,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asynchronous communication; Perception; Context (archaeology); Computer science; World Wide Web; Web content; Multimedia; Instructional design; Content analysis; Psychology; Mathematics education; Medical education; Web page; Medicine; Sociology","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":[0.00191399,0.00007562913,0.0001315931,0.0001972988,0.0001769778,0.00008022953,0.000239468,0.00005445048,0.0001836453],"category_scores_gemma":[0.001928525,0.00007081367,0.00007697816,0.00009720349,0.0001078116,0.0003188772,0.0000174971,0.0002922025,0.000002497841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245797,"about_ca_system_score_gemma":0.001408076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004605625,"about_ca_topic_score_gemma":0.000301647,"domain_scores_codex":[0.9987319,0.0001351249,0.0003987334,0.0001087329,0.0004961157,0.0001293967],"domain_scores_gemma":[0.9976169,0.0003270931,0.0005299033,0.00003993412,0.001388865,0.00009733051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003506958,0.0005252156,0.842868,0.00002696742,0.0001471085,0.000001866533,0.005480591,0.0002197864,0.00228653,0.01458144,0.0003300445,0.1331818],"study_design_scores_gemma":[0.0009314906,0.0001363091,0.584217,0.0002890142,0.00003355539,0.000004188898,0.03374961,0.00004283602,0.0001586261,0.0001036067,0.380231,0.0001027923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715936,0.0002693444,0.0223984,0.001495525,0.0008530915,0.0002106445,0.000003862166,0.00001067987,0.00316483],"genre_scores_gemma":[0.9884472,0.00005944149,0.00797721,0.00007377074,0.0006997838,0.00001030414,0.00001086042,0.000009314573,0.002712141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3799009,"threshold_uncertainty_score":0.2887698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124865931096067,"score_gpt":0.3744635598522285,"score_spread":0.3532149005412679,"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."}}