{"id":"W2920088185","doi":"10.19173/irrodl.v20i4.4082","title":"Teachers as Connected Professionals","year":2019,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Connectivism; Professional learning community; Professional development; Experiential learning; Pedagogy; Educational technology; Active learning (machine learning); Psychology; Open learning; Synchronous learning; Sociology; Mathematics education; Cooperative learning; Knowledge management; Learning theory; Teaching method; Computer science","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":[0.002839766,0.0003809537,0.0004418228,0.00129192,0.007615726,0.009688166,0.0009711055,0.00420389,0.02276775],"category_scores_gemma":[0.008113515,0.0004551651,0.0003755444,0.00106632,0.009983584,0.01258385,0.009927608,0.004251705,0.006351883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004607087,"about_ca_system_score_gemma":0.006820114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003194244,"about_ca_topic_score_gemma":0.004040627,"domain_scores_codex":[0.9935831,0.003360833,0.0002415868,0.0007815236,0.001163231,0.0008695927],"domain_scores_gemma":[0.9952924,0.001087776,0.0005348297,0.0004382582,0.0007146987,0.001931916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000349889,0.0001104279,0.003519536,0.0002752723,0.0000111371,0.0008099437,0.2372,0.0002358359,0.0006824316,0.6273252,0.06323966,0.06655549],"study_design_scores_gemma":[0.00001875743,0.00004244617,0.0006332732,0.0002750762,0.000007115757,0.0005862849,0.04978387,0.0002453532,0.0001141567,0.0775178,0.8707596,0.00001624116],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09292264,0.009085972,0.03245096,0.07552549,0.003778024,0.0004371163,0.0001353474,0.0006614224,0.7850031],"genre_scores_gemma":[0.6966622,0.005272662,0.01088399,0.01329174,0.0005873912,0.0004897147,0.0001405839,0.0002364747,0.2724352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02276775,"threshold_uncertainty_score":0.07616574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133842569096096,"score_gpt":0.5617276962142991,"score_spread":0.4278851271182031,"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."}}