{"id":"W2944064645","doi":"10.1016/j.soscij.2019.04.008","title":"Towards a new approach to managing teacher online learning: Learning communities as activity systems","year":2019,"lang":"en","type":"article","venue":"The Social Science Journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; China; Cognition; Online learning; Knowledge management; Computer science; Multimedia; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00402326,0.0004904891,0.0003087678,0.002347433,0.002598488,0.006491543,0.002478513,0.001907548,0.002529359],"category_scores_gemma":[0.00476727,0.0003854078,0.0006414882,0.00106642,0.005906843,0.009891196,0.00652236,0.001591635,0.000345252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003543214,"about_ca_system_score_gemma":0.006972883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004679974,"about_ca_topic_score_gemma":0.007308294,"domain_scores_codex":[0.9973848,0.001454556,0.0001034668,0.0003871904,0.0004781697,0.0001917818],"domain_scores_gemma":[0.996053,0.001316768,0.0003967176,0.0006011392,0.0006708737,0.0009615552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008543718,0.001018111,0.01942118,0.001265301,0.0001149991,0.0007046504,0.04481575,0.01010094,0.008373379,0.5706779,0.005197409,0.3382249],"study_design_scores_gemma":[0.0001613127,0.0008852953,0.011063,0.001292014,0.0001633933,0.001314264,0.05963747,0.1225156,0.006886082,0.4887772,0.3071156,0.0001886998],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1807613,0.00321555,0.6987675,0.03672022,0.0003788169,0.001444209,0.000113334,0.0009612392,0.07763779],"genre_scores_gemma":[0.7226158,0.001274794,0.2676854,0.0006705968,0.00009179972,0.0005618815,0.00005862293,0.00006389284,0.006977188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006491543,"threshold_uncertainty_score":0.0257079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.054704297753239,"score_gpt":0.3686303358392625,"score_spread":0.3139260380860235,"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."}}