{"id":"W1606369859","doi":"10.26522/tl.v7i2.414","title":"Access, Engagement, and Community Connections","year":2012,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Community engagement; Public engagement; Sociology; Meaning (existential); Student engagement; Social justice; Public relations; Position (finance); Pedagogy; Political science; Psychology; Business; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005280423,0.00003878661,0.00004224209,0.00003317373,0.006322454,0.0001373377,0.000062211,0.00002414698,0.00005204048],"category_scores_gemma":[0.001206693,0.00004077918,0.000007375035,0.00004022983,0.00008709482,0.0005160914,0.00006908508,0.001088608,0.000005116009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000331324,"about_ca_system_score_gemma":0.0000106391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01840105,"about_ca_topic_score_gemma":0.0006191925,"domain_scores_codex":[0.9965979,0.003084018,0.00005291131,0.00004677577,0.00006900369,0.0001493663],"domain_scores_gemma":[0.9992897,0.0005455677,0.00003709821,0.00004570702,0.000008722455,0.00007320898],"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":[0.000001009129,0.0001240269,0.5856983,0.000009610361,0.000009032171,2.722791e-8,0.376659,0.000006035318,0.0002484574,0.01527893,0.0004433516,0.02152223],"study_design_scores_gemma":[0.0001051323,0.00002613204,0.3133462,0.00002921825,0.00001931026,8.403338e-7,0.3019176,0.00005418961,0.00002216202,0.0005638994,0.38379,0.0001253143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457866,0.0002339263,0.0001649645,0.0003423793,0.0001821252,0.00004854992,2.660387e-7,0.0000796277,0.05316156],"genre_scores_gemma":[0.9981892,0.00007583942,0.0002581911,0.0001046952,0.0001761987,0.000005241062,0.000006235566,0.000003802455,0.001180661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3833467,"threshold_uncertainty_score":0.9949712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1728266928845912,"score_gpt":0.4228873287916901,"score_spread":0.2500606359070989,"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."}}