{"id":"W2905998922","doi":"10.36510/learnland.v10i1.716","title":"Commentary: Building Bonds: Community and Education","year":2016,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Passion; Pedagogy; Lifelong learning; Public relations; Key (lock); Community education; Sociology; Political science; Engineering ethics; Psychology; Engineering; Social psychology","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":[0.001589895,0.00008363111,0.0001000613,0.00006734768,0.002351088,0.0001004646,0.0002435204,0.00005500997,0.0001727089],"category_scores_gemma":[0.0002800781,0.00006493973,0.00002058882,0.0001229247,0.00007953865,0.0001725588,0.0001299051,0.0004549418,0.00002373462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005633548,"about_ca_system_score_gemma":0.00004516012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006568773,"about_ca_topic_score_gemma":0.001961869,"domain_scores_codex":[0.9975239,0.001896599,0.0001012812,0.00009631824,0.0001664654,0.0002154406],"domain_scores_gemma":[0.9988492,0.0007676961,0.00006843529,0.0001741563,0.00004790404,0.00009264222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002941123,0.0002252943,0.3277431,0.00004019319,0.0000525534,8.558306e-7,0.07624929,0.00003329617,0.00135635,0.01610287,0.01350704,0.5646597],"study_design_scores_gemma":[0.0003021019,0.00008351482,0.01680815,0.0001549498,0.00001620869,0.000001011544,0.04977361,0.00001828857,0.00006275946,0.001262346,0.9313613,0.0001557584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503654,0.0002482256,0.0001455539,0.01886414,0.0001211342,0.00007892414,6.213308e-7,0.0001986319,0.02997738],"genre_scores_gemma":[0.9955987,0.00028695,0.0004278143,0.001303524,0.0001546577,0.00001223798,0.000006051428,0.00001085693,0.002199201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9178542,"threshold_uncertainty_score":0.9989477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204481201548249,"score_gpt":0.2998428729732041,"score_spread":0.2793947528183792,"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."}}