{"id":"W4252985524","doi":"10.1007/978-94-6209-290-7_1","title":"Introduction","year":2013,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Scholarship; Variety (cybernetics); Space (punctuation); Sociology; Engaged scholarship; Pedagogy; Engineering ethics; Political science; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00102472,0.0002741547,0.0002769499,0.0002100125,0.0009905089,0.0007290798,0.0005143056,0.000503341,0.01211462],"category_scores_gemma":[0.00009865086,0.0002978116,0.0001620648,0.00002655065,0.0003363976,0.0002250261,0.0001395556,0.001239327,0.001849759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002583395,"about_ca_system_score_gemma":0.0002374979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003090732,"about_ca_topic_score_gemma":0.001414378,"domain_scores_codex":[0.9980808,0.000261884,0.0002625899,0.0003688606,0.0006352346,0.0003906296],"domain_scores_gemma":[0.9984503,0.0001191913,0.0002186743,0.0006865949,0.0003283446,0.0001969402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004318075,0.000005449587,7.722455e-7,0.00001320622,0.0000681179,0.000003781964,0.007172199,0.000001838425,0.000003557616,0.4116754,0.5158862,0.06516518],"study_design_scores_gemma":[0.00009881801,0.00002968265,0.000003186794,0.00003548642,0.00004403131,0.000001423853,0.003841493,0.000001991002,0.000003808814,0.01508163,0.9805431,0.0003153693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009009099,0.00008038358,0.000008873098,0.005698849,0.001890298,0.0003554707,0.000002340219,0.0004268418,0.9914469],"genre_scores_gemma":[0.001133784,0.00003335563,0.0002124784,0.0007911877,0.003779445,0.00001333235,0.00005009537,0.00006888291,0.9939175],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4646569,"threshold_uncertainty_score":0.9999474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02863739394411647,"score_gpt":0.2509487545471227,"score_spread":0.2223113606030063,"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."}}