{"id":"W4380324695","doi":"10.30557/qw000069","title":"Connecting between systems for classroom-based Knowledge Building sustainability and scalability","year":2023,"lang":"en","type":"article","venue":"Qwerty","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Université Laval","funders":"","keywords":"Sustainability; Transformative learning; Scalability; Process (computing); Knowledge management; Transformation (genetics); Computer science; Process management; Engineering; Sociology; Pedagogy; Ecology; Chemistry","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":[0.01237632,0.0004310294,0.0004279207,0.002474974,0.003221746,0.0144719,0.001697797,0.002063337,0.01189569],"category_scores_gemma":[0.03213662,0.0005487404,0.0006471722,0.002171069,0.01072757,0.02329512,0.01556895,0.002478495,0.00128268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004896202,"about_ca_system_score_gemma":0.003982762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001976027,"about_ca_topic_score_gemma":0.001381594,"domain_scores_codex":[0.9857866,0.007956258,0.0008283143,0.001654593,0.00264038,0.001133856],"domain_scores_gemma":[0.9730584,0.0151573,0.001818901,0.005426532,0.003051857,0.001486866],"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":[0.00006783758,0.0002465878,0.01284551,0.0003790163,0.00006044168,0.0003333543,0.02761082,0.005339013,0.003002297,0.8148481,0.002274708,0.1329922],"study_design_scores_gemma":[0.00005537871,0.0002969418,0.007910655,0.0005455746,0.00005138215,0.0004039602,0.03022199,0.01371615,0.003898959,0.8415442,0.1012844,0.00007034664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3375329,0.001443778,0.4104021,0.01867831,0.0001960854,0.0005159166,0.0001666309,0.001062021,0.2300022],"genre_scores_gemma":[0.954639,0.0003026833,0.0400959,0.0002492756,0.00004812454,0.0002519762,0.00008054949,0.00013202,0.004200579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0144719,"threshold_uncertainty_score":0.06545305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04128247913153347,"score_gpt":0.3846207382725519,"score_spread":0.3433382591410184,"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."}}