{"id":"W4379929610","doi":"10.5539/hes.v13n3p31","title":"Facilitation of Value Creation in Professional Learning Networks","year":2023,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Facilitator; Value (mathematics); Qualitative research; Knowledge management; Professional development; Psychology; Pedagogy; Sociology; Public relations; Social psychology; Computer science; Political science; Social 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":[0.008693055,0.0003554176,0.0002546898,0.001219257,0.00340731,0.005139277,0.001030314,0.001081718,0.00484136],"category_scores_gemma":[0.01819332,0.0003143945,0.0004335955,0.0006022602,0.006138639,0.005492918,0.008823227,0.0008850372,0.000725464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002377735,"about_ca_system_score_gemma":0.004182135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037033,"about_ca_topic_score_gemma":0.001807978,"domain_scores_codex":[0.9855573,0.01116706,0.0002485107,0.0005628244,0.001417123,0.001047231],"domain_scores_gemma":[0.973244,0.01984742,0.002179184,0.001730262,0.001261993,0.001737187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002538165,0.0003924672,0.02400688,0.00112478,0.00004766558,0.003216105,0.4503322,0.002131804,0.01270285,0.2402524,0.003685693,0.2618533],"study_design_scores_gemma":[0.0001435054,0.0009481921,0.02209315,0.002483935,0.00007926764,0.003454739,0.3008086,0.0113181,0.01835399,0.2398682,0.4002764,0.0001719322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.661204,0.001402641,0.1043167,0.004742221,0.0001590894,0.0005488538,0.00004886667,0.0002758438,0.2273017],"genre_scores_gemma":[0.9839808,0.0002590318,0.01034655,0.00008886015,0.00002195671,0.0001165983,0.00001122414,0.00002010592,0.005154859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008693055,"threshold_uncertainty_score":0.04597384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0458284983594299,"score_gpt":0.3684681906088189,"score_spread":0.322639692249389,"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."}}