{"id":"W4250755066","doi":"10.15353/joci.v2i2.2092","title":"Developmental Learning Communities","year":2006,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Cognitive 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00278661,0.00004466954,0.00008465476,0.00005105065,0.00168432,0.00007363294,0.000599121,0.00003108387,0.00005364097],"category_scores_gemma":[0.0001395798,0.00003172279,0.0000331552,0.0001136517,0.000222524,0.0003148443,0.00005870484,0.0007204173,0.00001340098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006954333,"about_ca_system_score_gemma":0.0001878033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003197885,"about_ca_topic_score_gemma":0.002049786,"domain_scores_codex":[0.9985247,0.0007581639,0.0003626042,0.000001300316,0.0002459888,0.0001072248],"domain_scores_gemma":[0.998683,0.0005979713,0.0003796991,0.00007405868,0.0002388782,0.00002643193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004987861,0.00003191148,0.002976643,0.000005748465,0.000009236025,2.122785e-8,0.9835085,0.0001464406,0.000002810739,0.00387137,0.003921091,0.005521202],"study_design_scores_gemma":[0.00008962648,0.00002105028,0.003563187,0.0000193508,0.00000980997,0.00001034368,0.834343,0.00001020752,0.00001672263,0.001553963,0.1603266,0.00003617742],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914489,0.00003142381,0.0006927733,0.0007742509,0.00010115,0.00002970139,2.409698e-7,0.00001294509,0.08386849],"genre_scores_gemma":[0.9978596,0.00008876678,0.0004379353,0.0002224934,0.0001120986,2.549443e-7,0.000001597567,0.000002561239,0.001274676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564055,"threshold_uncertainty_score":0.9996154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03189013097845503,"score_gpt":0.3018087999501753,"score_spread":0.2699186689717203,"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."}}