{"id":"W2902739168","doi":"","title":"The Generative Social Action of Reparative Residual Research","year":2018,"lang":"en","type":"article","venue":"2018 Conference of the Canadian Society for the Study of Education","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; Lakehead University","funders":"","keywords":"Exhibition; Generative grammar; Action (physics); Service-learning; Action research; Presentation (obstetrics); Function (biology); Public relations; Sociology; Service (business); Political science; Visual arts; Pedagogy; Medicine; Business; Marketing; Computer science; Art; Artificial intelligence","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00402821,0.00006077313,0.0001017176,0.00002864407,0.00699352,0.00005758589,0.0008351906,0.00006358419,0.00003638212],"category_scores_gemma":[0.0004563338,0.0000375952,0.00010653,0.0003864494,0.001510861,0.00006545911,0.00006655605,0.000241445,0.00000149429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002926351,"about_ca_system_score_gemma":0.00359044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4628097,"about_ca_topic_score_gemma":0.89301,"domain_scores_codex":[0.9980072,0.001035518,0.000189601,0.0001048903,0.0004452365,0.0002175575],"domain_scores_gemma":[0.9968666,0.0007068615,0.0002509332,0.0003562015,0.001774754,0.00004469332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003829955,0.0001721626,0.0006413034,0.0000118717,0.0002076545,2.626591e-9,0.8632248,0.000004392372,0.0002289317,0.04774217,0.07599824,0.01173019],"study_design_scores_gemma":[0.0001400726,0.0002410185,0.01192123,0.00001935512,0.00004819041,2.925063e-8,0.9368936,0.00004378392,0.0006897671,0.00392494,0.04602955,0.00004839283],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555703,0.00007421849,0.00001686407,0.0279322,0.0008478721,0.001390601,0.00001597499,0.000005400167,0.01414654],"genre_scores_gemma":[0.9957257,0.00003570641,0.00007383397,0.00008694024,0.0003836794,0.00008858305,0.000002256344,0.000005032392,0.00359829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4302003,"threshold_uncertainty_score":0.9942992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3148726222695142,"score_gpt":0.4685027830724152,"score_spread":0.1536301608029009,"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."}}