{"id":"W7115574405","doi":"10.1108/978-1-61735-167-9","title":"Research for What?","year":2010,"lang":"en","type":"book","venue":"","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Internationalization; Service (business); Community engagement; Qualitative research; Best practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007035617,0.00008860979,0.000134451,0.0001389875,0.00204475,0.0005203682,0.0008790434,0.0004696597,0.002831093],"category_scores_gemma":[0.0002205766,0.00008598132,0.00008538467,0.00008838634,0.000248265,0.0001430082,0.0001673877,0.001970492,0.0005566891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594556,"about_ca_system_score_gemma":0.001018141,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002485375,"about_ca_topic_score_gemma":0.02541152,"domain_scores_codex":[0.9981389,0.0005552905,0.0001084704,0.0001713189,0.0006424069,0.0003836116],"domain_scores_gemma":[0.9971942,0.001783451,0.00004017447,0.0004238034,0.0004524654,0.0001058479],"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":[0.000004526457,0.00001746086,7.69115e-7,0.00002834919,0.00001601994,4.61328e-7,0.009034374,2.729635e-7,0.000001072565,0.4016662,0.5304571,0.05877338],"study_design_scores_gemma":[0.00006430552,0.00003616609,0.000001767668,0.00007025307,0.00000669546,3.788567e-8,0.0317576,0.000002020141,0.000002502292,0.03274731,0.9352089,0.0001025069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001900919,0.0002799589,0.00003474854,0.005902245,0.000772291,0.0004731825,0.00000165166,0.0001131004,0.9924038],"genre_scores_gemma":[0.0001172216,0.00096261,0.00058166,0.0004131548,0.001082167,0.00007448153,0.00003992187,0.00002404459,0.9967048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4047517,"threshold_uncertainty_score":0.9992545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2499715940442994,"score_gpt":0.4820962481426935,"score_spread":0.2321246540983941,"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."}}