{"id":"W4231618104","doi":"10.1007/978-94-007-0753-5_101942","title":"Inclusive Research","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Psychology; Sociology; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001460289,0.0001730026,0.0004679437,0.0005146801,0.0003381632,0.00009918716,0.0004604273,0.0003667157,0.0125076],"category_scores_gemma":[0.000140945,0.0002060063,0.0001397615,0.00004823433,0.0001254779,0.00005010927,0.0005005624,0.0007929173,0.01652388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003004276,"about_ca_system_score_gemma":0.00005939833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003519373,"about_ca_topic_score_gemma":0.0002269446,"domain_scores_codex":[0.9989461,0.00001355254,0.0004259506,0.0002550902,0.00006973125,0.0002895574],"domain_scores_gemma":[0.9989822,0.0001916477,0.0001687493,0.0004673704,0.00009324015,0.0000967848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002128493,0.000004537717,0.00007881982,0.000009408915,0.00004187387,0.000001691904,0.0004140425,7.472496e-8,8.371506e-8,0.9406459,0.05470771,0.004093777],"study_design_scores_gemma":[0.00006107218,0.00001870647,0.0001065057,0.00001345554,8.356466e-7,3.164834e-7,0.00001429566,0.000004722432,4.863425e-7,0.4444425,0.5551865,0.0001506049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005990955,0.0006938188,0.0001859438,0.001103069,0.0002460205,0.0001657687,0.00003541022,0.00004166254,0.9974684],"genre_scores_gemma":[0.02564591,0.0006152118,0.0001508456,0.0003138606,0.0002782107,0.00000451799,0.00004915318,0.00004954839,0.9728928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5004788,"threshold_uncertainty_score":0.9883951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1697960644658947,"score_gpt":0.332621200637815,"score_spread":0.1628251361719203,"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."}}