{"id":"W4241632851","doi":"10.32920/ryerson.14647698.v1","title":"Learning through weblogs: students' perspective and learning evidences","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Perspective (graphical); Perception; Psychology; Task (project management); Mathematics education; Pedagogy; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001449908,0.0002690207,0.0002960988,0.001249972,0.001280166,0.004815233,0.0004231528,0.001087881,0.002733032],"category_scores_gemma":[0.006763713,0.0001766868,0.0002236642,0.0005776004,0.001479967,0.003248794,0.00172738,0.001659043,0.0005333493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005167804,"about_ca_system_score_gemma":0.0003894252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003724917,"about_ca_topic_score_gemma":0.0006089261,"domain_scores_codex":[0.9983833,0.0007888071,0.00006569704,0.0001025064,0.000481779,0.0001779102],"domain_scores_gemma":[0.9944477,0.003126191,0.0007416721,0.0001631049,0.0006299434,0.000891346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003659553,0.001998269,0.2662293,0.0005512963,0.00006529063,0.005296721,0.5400868,0.0004578161,0.01116694,0.01117058,0.003539831,0.1590712],"study_design_scores_gemma":[0.00003388645,0.00173703,0.108405,0.0004279876,0.00009731457,0.005170662,0.8067786,0.001891135,0.007280296,0.004372677,0.06369324,0.0001122532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848119,0.0003386235,0.0009186518,0.001214704,0.00002380759,0.00001007797,0.00002497757,0.0000168768,0.01264035],"genre_scores_gemma":[0.9978132,0.0002701291,0.0002178981,0.0001102428,0.00001315039,0.000004696583,0.00001477557,0.000005109774,0.001550777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004815233,"threshold_uncertainty_score":0.009142876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03540761825194453,"score_gpt":0.4022795667876188,"score_spread":0.3668719485356743,"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."}}