{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02060609,0.00009397553,0.0002676107,0.0001491895,0.0001339606,0.0000647368,0.0009578859,0.00005818628,0.004653463],"category_scores_gemma":[0.005386064,0.00006208717,0.00003883077,0.0005876221,0.0001521768,0.0000995125,0.0005132677,0.001570036,0.0002785579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006887857,"about_ca_system_score_gemma":0.0001286686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007257446,"about_ca_topic_score_gemma":0.000002315167,"domain_scores_codex":[0.9940521,0.004483963,0.0003721467,0.0002755754,0.0005544984,0.0002617646],"domain_scores_gemma":[0.9967294,0.002441853,0.0001842696,0.0002445909,0.0003570053,0.00004289503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007488627,0.0006388965,0.4606356,0.001506731,0.0003681271,0.00004606938,0.006943056,0.00005722532,0.001212642,0.3465859,0.03552453,0.1457324],"study_design_scores_gemma":[0.002503775,0.0004330657,0.2421936,0.02073653,0.00001362177,0.00006137858,0.02473335,0.0002834401,0.0001090495,0.004773375,0.7038643,0.0002944426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7689521,0.009246265,0.0001676515,0.01764816,0.0003762276,0.001174881,0.00001617225,0.00002433664,0.2023942],"genre_scores_gemma":[0.9843814,0.001008285,0.0001791491,0.0005920975,0.00004445122,0.00008045393,0.000125948,0.00001245485,0.01357573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6683398,"threshold_uncertainty_score":0.9962564,"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."}}