{"id":"W4239438354","doi":"10.1007/978-94-007-0753-5_101131","title":"Emancipatory Research","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Anthropological Studies and Insights","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Sociology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001042636,0.0001101168,0.0002226924,0.00004966066,0.001653611,0.00003609852,0.0002704767,0.000394051,0.04863187],"category_scores_gemma":[0.0001162477,0.00007681052,0.00009614014,0.00002339079,0.002611555,0.00001952623,0.0001505299,0.0004146984,0.003898283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267619,"about_ca_system_score_gemma":0.00008432852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001791543,"about_ca_topic_score_gemma":0.005829409,"domain_scores_codex":[0.9984396,0.00008339333,0.0001393514,0.0002621261,0.0007091776,0.0003664162],"domain_scores_gemma":[0.9991828,0.0002522399,0.00004146658,0.0001665852,0.0002284511,0.0001284881],"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":[0.000001143987,0.000002207376,0.000002133475,0.000002449066,0.000008314159,0.000003514209,0.000365257,5.886883e-9,5.19529e-8,0.7922866,0.1950263,0.01230201],"study_design_scores_gemma":[0.00002038614,0.00005232922,0.000006275879,0.00001671416,0.000003212548,4.774107e-8,0.0007776998,1.640194e-7,3.345886e-7,0.1249877,0.8740287,0.0001064984],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002890414,0.0009403157,0.00008096107,0.002393018,0.0003617654,0.0001550425,0.000001226575,0.00007405889,0.9959907],"genre_scores_gemma":[0.004423812,0.004019796,0.00004764809,0.0003829994,0.001422432,0.000004844958,0.000001362665,0.00001276065,0.9896843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6790023,"threshold_uncertainty_score":0.9996461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2764851774276415,"score_gpt":0.4557243814061992,"score_spread":0.1792392039785577,"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."}}